Model Evaluation COSFIRE Filters Approach
Introduction
We obtain the 26 statistically significant sets of hyperparameters from the classification paper along with their respective training, validation, and test descriptors. Based on these descriptors, we perform image hashing for each set of descriptors using a selected set of MLP hyperparameters (for the grid search).
The outputs below represent an example of a single experiment based on an array of hyperparameters considered to determine the optimal configuration of the MLP hashing architecture (For bit size 32).
tiply, each row represents a unique combination of MLP hyperparameters, and every column represents the results yielded by each of the 26 statistically significant sets of descriptors.
The results in this presentation are from two experimental designs:
The thresholding is based on fixed values between -1 and 1 on a step size of 0.1.
Code
#%%
dt_valid = pd.read_csv(f"descriptors_tain_valid_test/v3_layers/merged_validation_runs_wide_format_abs_13062024_{layer_vsn}.csv")
dt_test = pd.read_csv(f"descriptors_tain_valid_test/v3_layers/merged_test_runs_wide_format_abs_13062024_{layer_vsn}.csv")
output_size = 48
dt_valid = dt_valid.query(query)
dt_test = dt_test.query(query)| input_size | output_size | learning_rate | batch_size | alpha | margin | l1_reg | l2_reg | mAP_valid_abs_values | mAP_valid_abs_values_2 | mAP_valid_abs_values_3 | mAP_valid_abs_values_4 | mAP_valid_abs_values_5 | mAP_valid_abs_values_6 | mAP_valid_abs_values_7 | mAP_valid_abs_values_8 | mAP_valid_abs_values_9 | mAP_valid_abs_values_10 | mAP_valid_abs_values_11 | mAP_valid_abs_values_12 | mAP_valid_abs_values_13 | mAP_valid_abs_values_14 | mAP_valid_abs_values_15 | mAP_valid_abs_values_16 | mAP_valid_abs_values_17 | mAP_valid_abs_values_18 | mAP_valid_abs_values_19 | mAP_valid_abs_values_20 | mAP_valid_abs_values_21 | mAP_valid_abs_values_22 | mAP_valid_abs_values_23 | mAP_valid_abs_values_24 | mAP_valid_abs_values_25 | mAP_valid_abs_values_26 | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 16 | 372 | 48 | 0.10 | 32 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 86.87 | 87.44 | 87.32 | 88.14 | 86.53 | 86.08 | 87.58 | 88.48 | 87.62 | 86.20 | 89.12 | 89.47 | 88.22 | 87.47 | 86.40 | 88.88 | 88.77 | 87.20 | 89.25 | 88.72 | 88.56 | 89.43 | 87.36 | 88.24 | 88.89 | 87.91 |
| 17 | 372 | 48 | 0.10 | 32 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 85.77 | 88.73 | 89.13 | 87.83 | 86.46 | 89.05 | 86.52 | 88.94 | 87.69 | 87.77 | 88.69 | 89.58 | 88.80 | 88.61 | 90.34 | 89.06 | 89.34 | 89.76 | 88.16 | 89.26 | 88.05 | 88.82 | 87.62 | 87.24 | 88.03 | 88.11 |
| 18 | 372 | 48 | 0.10 | 32 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 87.60 | 87.82 | 87.75 | 87.80 | 87.25 | 89.68 | 85.76 | 87.44 | 88.71 | 87.85 | 90.17 | 89.27 | 90.17 | 87.85 | 89.47 | 88.83 | 88.60 | 88.33 | 89.96 | 88.02 | 88.67 | 86.91 | 89.50 | 89.09 | 87.98 | 87.89 |
| 19 | 372 | 48 | 0.10 | 32 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 86.71 | 87.71 | 88.37 | 88.57 | 87.38 | 87.04 | 87.00 | 89.50 | 88.27 | 88.31 | 88.40 | 87.58 | 89.54 | 90.55 | 88.80 | 90.78 | 90.36 | 87.82 | 88.94 | 87.70 | 88.34 | 88.25 | 90.52 | 89.92 | 89.19 | 88.28 |
| 36 | 372 | 48 | 0.10 | 48 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 86.65 | 86.23 | 87.38 | 87.80 | 86.89 | 88.63 | 86.35 | 87.57 | 89.48 | 88.43 | 88.21 | 88.20 | 88.06 | 87.59 | 87.85 | 85.94 | 87.94 | 88.90 | 86.56 | 87.80 | 87.80 | 88.28 | 89.69 | 88.46 | 89.99 | 86.26 |
| 37 | 372 | 48 | 0.10 | 48 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 90.82 | 88.47 | 85.84 | 87.97 | 87.25 | 87.53 | 88.12 | 88.52 | 87.93 | 88.93 | 90.04 | 89.44 | 90.00 | 89.54 | 88.48 | 88.68 | 88.64 | 87.58 | 89.68 | 87.75 | 89.05 | 88.62 | 89.11 | 88.40 | 87.35 | 88.60 |
| 38 | 372 | 48 | 0.10 | 48 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 87.83 | 87.09 | 88.86 | 89.07 | 88.73 | 87.94 | 88.99 | 89.88 | 90.77 | 88.40 | 88.46 | 89.76 | 88.07 | 87.93 | 88.98 | 88.07 | 88.97 | 87.28 | 88.53 | 88.94 | 88.25 | 88.38 | 88.35 | 88.61 | 88.10 | 90.38 |
| 39 | 372 | 48 | 0.10 | 48 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 87.67 | 87.67 | 86.39 | 87.33 | 88.52 | 88.54 | 88.19 | 88.65 | 88.00 | 88.20 | 88.13 | 89.14 | 88.46 | 88.21 | 89.99 | 88.57 | 89.32 | 87.03 | 88.08 | 89.26 | 88.99 | 89.88 | 89.40 | 89.06 | 88.38 | 88.96 |
| 56 | 372 | 48 | 0.10 | 64 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 86.78 | 86.84 | 86.02 | 89.72 | 88.30 | 88.72 | 87.37 | 89.48 | 88.37 | 88.35 | 88.75 | 87.39 | 86.97 | 87.30 | 88.96 | 87.71 | 87.55 | 86.79 | 88.75 | 90.42 | 86.25 | 87.60 | 87.38 | 88.77 | 88.40 | 87.34 |
| 57 | 372 | 48 | 0.10 | 64 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 87.56 | 88.50 | 87.09 | 87.44 | 87.43 | 87.19 | 89.26 | 88.48 | 88.29 | 85.78 | 90.39 | 88.78 | 87.96 | 90.04 | 87.88 | 87.07 | 88.72 | 88.82 | 88.50 | 89.41 | 88.97 | 89.28 | 88.88 | 88.40 | 89.14 | 89.09 |
| 58 | 372 | 48 | 0.10 | 64 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 86.93 | 88.83 | 88.36 | 87.94 | 88.05 | 88.15 | 87.28 | 89.17 | 88.00 | 87.79 | 87.22 | 88.92 | 90.09 | 87.43 | 90.23 | 88.26 | 89.31 | 87.87 | 88.72 | 89.09 | 87.77 | 86.84 | 88.17 | 88.21 | 88.18 | 88.31 |
| 59 | 372 | 48 | 0.10 | 64 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 87.01 | 42.66 | 86.43 | 89.04 | 87.38 | 87.62 | 88.59 | 88.26 | 88.97 | 88.70 | 90.33 | 88.57 | 88.71 | 90.03 | 87.63 | 88.39 | 88.90 | 90.28 | 88.10 | 89.48 | 88.29 | 89.83 | 87.44 | 88.56 | 89.09 | 88.66 |
| 76 | 372 | 48 | 0.10 | 32 | 0.00100 | 36 | 0.000000e+00 | 0.000000e+00 | 85.75 | 88.49 | 86.94 | 88.23 | 87.85 | 87.40 | 86.66 | 89.07 | 88.11 | 88.73 | 87.26 | 89.10 | 87.78 | 89.30 | 89.49 | 88.00 | 87.77 | 88.00 | 89.33 | 88.13 | 87.88 | 88.26 | 87.78 | 90.38 | 88.92 | 86.70 |
| 77 | 372 | 48 | 0.10 | 32 | 0.00100 | 36 | 0.000000e+00 | 1.000000e-08 | 88.41 | 88.94 | 89.02 | 88.86 | 42.66 | 88.81 | 87.78 | 88.83 | 87.40 | 88.60 | 88.44 | 89.97 | 88.56 | 87.65 | 88.40 | 88.45 | 88.77 | 90.33 | 90.49 | 89.84 | 89.20 | 88.53 | 87.99 | 88.06 | 90.16 | 88.46 |
| 78 | 372 | 48 | 0.10 | 32 | 0.00100 | 36 | 1.000000e-08 | 0.000000e+00 | 88.14 | 87.79 | 87.34 | 89.70 | 88.37 | 89.08 | 88.59 | 88.53 | 88.30 | 89.01 | 88.34 | 89.84 | 89.98 | 88.91 | 87.08 | 90.65 | 88.73 | 88.89 | 87.93 | 88.81 | 89.17 | 88.30 | 88.21 | 89.30 | 90.37 | 87.11 |
| 79 | 372 | 48 | 0.10 | 32 | 0.00100 | 36 | 1.000000e-08 | 1.000000e-08 | 87.34 | 88.78 | 87.95 | 88.08 | 88.29 | 86.64 | 89.75 | 90.67 | 88.46 | 89.57 | 88.20 | 87.58 | 88.70 | 89.08 | 89.32 | 87.65 | 89.36 | 88.97 | 87.83 | 90.52 | 88.95 | 88.77 | 88.96 | 87.84 | 87.19 | 85.65 |
| 96 | 372 | 48 | 0.10 | 48 | 0.00100 | 36 | 0.000000e+00 | 0.000000e+00 | 87.18 | 87.69 | 86.27 | 88.71 | 88.76 | 87.94 | 88.89 | 87.68 | 88.44 | 87.70 | 89.26 | 88.31 | 88.48 | 87.69 | 88.49 | 87.61 | 88.87 | 89.82 | 89.57 | 87.03 | 89.34 | 88.94 | 88.60 | 87.45 | 87.34 | 87.48 |
| 97 | 372 | 48 | 0.10 | 48 | 0.00100 | 36 | 0.000000e+00 | 1.000000e-08 | 86.24 | 89.20 | 86.48 | 87.68 | 87.37 | 89.07 | 87.98 | 87.56 | 86.65 | 88.23 | 89.11 | 88.02 | 88.82 | 88.14 | 87.95 | 88.69 | 88.93 | 88.87 | 89.10 | 87.62 | 89.38 | 90.11 | 88.81 | 89.56 | 87.94 | 88.63 |
| 98 | 372 | 48 | 0.10 | 48 | 0.00100 | 36 | 1.000000e-08 | 0.000000e+00 | 86.92 | 87.92 | 88.51 | 88.04 | 87.35 | 88.31 | 89.10 | 89.04 | 87.95 | 88.54 | 88.68 | 88.93 | 87.87 | 89.59 | 90.37 | 89.29 | 88.42 | 89.66 | 87.91 | 89.24 | 89.94 | 88.09 | 89.62 | 88.79 | 87.77 | 88.75 |
| 99 | 372 | 48 | 0.10 | 48 | 0.00100 | 36 | 1.000000e-08 | 1.000000e-08 | 86.75 | 87.99 | 88.47 | 87.69 | 88.24 | 89.44 | 88.20 | 89.04 | 89.04 | 88.01 | 88.91 | 89.07 | 89.28 | 88.86 | 88.41 | 88.47 | 89.16 | 90.27 | 88.24 | 88.90 | 87.94 | 89.47 | 88.36 | 87.03 | 87.87 | 88.11 |
| 116 | 372 | 48 | 0.10 | 64 | 0.00100 | 36 | 0.000000e+00 | 0.000000e+00 | 85.96 | 88.46 | 85.71 | 89.99 | 87.19 | 87.94 | 87.95 | 87.83 | 89.58 | 88.52 | 88.43 | 88.51 | 89.07 | 88.74 | 88.15 | 88.99 | 87.96 | 87.92 | 88.14 | 88.80 | 88.90 | 87.49 | 87.02 | 89.36 | 88.19 | 87.91 |
| 117 | 372 | 48 | 0.10 | 64 | 0.00100 | 36 | 0.000000e+00 | 1.000000e-08 | 86.10 | 88.92 | 88.32 | 88.16 | 88.68 | 89.69 | 86.56 | 89.36 | 87.18 | 88.61 | 87.23 | 90.21 | 88.93 | 87.45 | 89.67 | 88.96 | 88.23 | 88.72 | 88.50 | 87.04 | 87.56 | 88.37 | 90.43 | 88.59 | 89.44 | 89.66 |
| 118 | 372 | 48 | 0.10 | 64 | 0.00100 | 36 | 1.000000e-08 | 0.000000e+00 | 87.72 | 88.01 | 87.98 | 88.63 | 89.62 | 86.89 | 89.50 | 88.38 | 87.44 | 88.23 | 87.92 | 88.07 | 87.72 | 88.24 | 89.29 | 87.12 | 87.51 | 88.38 | 88.65 | 87.38 | 88.42 | 89.63 | 88.31 | 87.95 | 88.68 | 88.11 |
| 119 | 372 | 48 | 0.10 | 64 | 0.00100 | 36 | 1.000000e-08 | 1.000000e-08 | 88.36 | 87.46 | 87.51 | 88.85 | 88.34 | 88.34 | 89.03 | 89.05 | 88.62 | 88.08 | 90.63 | 88.46 | 88.95 | 88.26 | 89.22 | 89.12 | 89.13 | 88.73 | 88.13 | 88.08 | 87.46 | 90.06 | 88.08 | 88.02 | 89.53 | 87.72 |
| 136 | 372 | 48 | 0.10 | 32 | 0.00100 | 48 | 0.000000e+00 | 0.000000e+00 | 88.00 | 88.18 | 86.17 | 87.50 | 89.25 | 87.10 | 88.58 | 87.41 | 88.17 | 86.86 | 88.70 | 87.36 | 87.67 | 86.55 | 87.79 | 87.39 | 87.38 | 88.62 | 88.72 | 89.44 | 87.31 | 89.64 | 87.54 | 88.63 | 87.90 | 87.43 |
| 137 | 372 | 48 | 0.10 | 32 | 0.00100 | 48 | 0.000000e+00 | 1.000000e-08 | 86.49 | 87.67 | 87.81 | 89.33 | 88.97 | 87.26 | 88.36 | 89.05 | 89.01 | 89.05 | 88.50 | 88.29 | 87.80 | 90.38 | 87.72 | 89.35 | 87.02 | 88.85 | 87.93 | 87.89 | 89.15 | 89.79 | 89.77 | 88.72 | 88.39 | 87.32 |
| 138 | 372 | 48 | 0.10 | 32 | 0.00100 | 48 | 1.000000e-08 | 0.000000e+00 | 86.72 | 87.52 | 88.43 | 87.66 | 87.26 | 89.66 | 87.00 | 88.38 | 88.30 | 87.69 | 89.71 | 89.66 | 87.67 | 90.30 | 87.41 | 89.39 | 88.65 | 89.29 | 89.42 | 89.70 | 88.44 | 89.34 | 87.88 | 87.90 | 86.44 | 89.78 |
| 139 | 372 | 48 | 0.10 | 32 | 0.00100 | 48 | 1.000000e-08 | 1.000000e-08 | 87.08 | 87.59 | 87.61 | 88.81 | 88.15 | 87.49 | 90.09 | 88.10 | 87.15 | 88.01 | 89.21 | 89.28 | 87.99 | 88.50 | 89.38 | 89.84 | 88.85 | 89.21 | 90.98 | 90.08 | 88.19 | 90.02 | 87.44 | 88.47 | 88.37 | 88.24 |
| 156 | 372 | 48 | 0.10 | 48 | 0.00100 | 48 | 0.000000e+00 | 0.000000e+00 | 85.42 | 87.66 | 87.60 | 87.65 | 87.03 | 87.37 | 87.04 | 89.08 | 87.55 | 88.56 | 90.46 | 87.81 | 89.05 | 87.39 | 87.05 | 89.75 | 88.89 | 88.74 | 88.23 | 88.62 | 88.36 | 90.04 | 88.28 | 87.45 | 88.42 | 87.33 |
| 157 | 372 | 48 | 0.10 | 48 | 0.00100 | 48 | 0.000000e+00 | 1.000000e-08 | 87.31 | 88.96 | 88.90 | 88.86 | 87.11 | 88.44 | 87.26 | 87.98 | 89.29 | 89.34 | 87.35 | 88.79 | 87.11 | 88.37 | 88.24 | 89.22 | 88.94 | 86.99 | 89.10 | 86.60 | 90.13 | 89.95 | 87.74 | 87.92 | 88.42 | 89.63 |
| 158 | 372 | 48 | 0.10 | 48 | 0.00100 | 48 | 1.000000e-08 | 0.000000e+00 | 87.69 | 89.39 | 87.69 | 87.62 | 86.57 | 87.50 | 89.21 | 87.54 | 89.08 | 88.91 | 89.30 | 89.90 | 87.56 | 88.81 | 88.83 | 87.50 | 87.13 | 89.50 | 89.48 | 88.51 | 89.37 | 89.74 | 87.81 | 87.70 | 88.93 | 88.14 |
| 159 | 372 | 48 | 0.10 | 48 | 0.00100 | 48 | 1.000000e-08 | 1.000000e-08 | 87.08 | 87.18 | 88.20 | 88.67 | 87.15 | 88.09 | 86.87 | 89.25 | 88.51 | 87.49 | 87.92 | 89.13 | 89.39 | 89.43 | 88.07 | 88.91 | 88.29 | 86.84 | 88.57 | 87.88 | 88.99 | 88.38 | 89.49 | 88.15 | 88.79 | 87.65 |
| 176 | 372 | 48 | 0.10 | 64 | 0.00100 | 48 | 0.000000e+00 | 0.000000e+00 | 88.76 | 86.41 | 88.66 | 86.73 | 85.58 | 87.04 | 87.79 | 89.77 | 88.48 | 87.64 | 87.78 | 88.83 | 86.94 | 88.22 | 87.32 | 88.91 | 89.20 | 89.13 | 89.18 | 87.64 | 87.34 | 89.60 | 87.58 | 88.65 | 88.22 | 88.34 |
| 177 | 372 | 48 | 0.10 | 64 | 0.00100 | 48 | 0.000000e+00 | 1.000000e-08 | 87.21 | 87.99 | 88.25 | 87.31 | 88.14 | 88.23 | 88.57 | 88.67 | 87.91 | 89.72 | 89.42 | 88.78 | 87.90 | 88.75 | 89.49 | 89.95 | 89.27 | 88.27 | 87.12 | 89.00 | 87.39 | 87.77 | 88.68 | 88.14 | 88.47 | 86.89 |
| 178 | 372 | 48 | 0.10 | 64 | 0.00100 | 48 | 1.000000e-08 | 0.000000e+00 | 86.48 | 87.35 | 84.42 | 88.86 | 87.42 | 87.61 | 88.04 | 86.84 | 88.21 | 88.48 | 89.82 | 89.27 | 86.31 | 89.16 | 87.20 | 87.58 | 89.16 | 89.83 | 89.01 | 89.08 | 86.78 | 88.20 | 87.50 | 88.27 | 88.21 | 87.49 |
| 179 | 372 | 48 | 0.10 | 64 | 0.00100 | 48 | 1.000000e-08 | 1.000000e-08 | 87.21 | 87.23 | 85.97 | 86.06 | 87.97 | 89.78 | 87.26 | 89.00 | 87.65 | 87.27 | 88.23 | 87.93 | 87.67 | 90.02 | 88.18 | 87.31 | 89.06 | 89.20 | 89.71 | 88.89 | 87.76 | 90.26 | 90.08 | 88.10 | 87.11 | 87.59 |
| 196 | 372 | 48 | 0.10 | 32 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 84.82 | 89.51 | 87.50 | 86.47 | 85.64 | 87.51 | 87.69 | 88.99 | 88.47 | 87.68 | 89.34 | 88.11 | 89.27 | 86.59 | 88.14 | 88.74 | 87.11 | 88.42 | 88.77 | 89.00 | 87.96 | 87.56 | 88.97 | 88.48 | 88.59 | 88.32 |
| 197 | 372 | 48 | 0.10 | 32 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 88.67 | 88.02 | 87.55 | 87.66 | 88.55 | 88.75 | 88.03 | 89.41 | 89.13 | 88.17 | 88.85 | 89.11 | 89.98 | 89.01 | 87.90 | 90.65 | 88.41 | 88.77 | 89.57 | 87.79 | 88.94 | 89.31 | 89.41 | 88.74 | 87.33 | 87.05 |
| 198 | 372 | 48 | 0.10 | 32 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 87.89 | 88.16 | 87.83 | 89.06 | 86.41 | 87.72 | 89.13 | 89.64 | 87.59 | 86.58 | 89.24 | 89.79 | 90.87 | 88.83 | 89.26 | 88.17 | 89.05 | 88.87 | 88.37 | 89.60 | 88.89 | 89.36 | 89.38 | 88.20 | 87.99 | 88.45 |
| 199 | 372 | 48 | 0.10 | 32 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 87.03 | 87.92 | 87.45 | 87.76 | 87.37 | 89.94 | 88.01 | 88.72 | 88.03 | 88.80 | 86.93 | 89.41 | 88.81 | 89.09 | 88.63 | 90.31 | 88.70 | 89.05 | 87.97 | 87.78 | 87.74 | 87.96 | 88.12 | 88.84 | 88.48 | 90.22 |
| 216 | 372 | 48 | 0.10 | 48 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 87.08 | 86.94 | 86.53 | 87.72 | 87.43 | 87.44 | 87.00 | 88.24 | 87.97 | 87.57 | 88.60 | 89.09 | 42.66 | 88.23 | 88.07 | 86.31 | 85.01 | 87.57 | 86.94 | 87.46 | 87.14 | 88.03 | 87.35 | 87.86 | 88.84 | 86.82 |
| 217 | 372 | 48 | 0.10 | 48 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 86.29 | 88.66 | 87.88 | 88.71 | 90.08 | 87.23 | 89.79 | 89.21 | 90.62 | 88.67 | 90.04 | 87.62 | 89.28 | 87.34 | 89.12 | 88.19 | 88.26 | 89.18 | 88.79 | 89.90 | 87.91 | 89.60 | 89.78 | 89.03 | 89.48 | 87.76 |
| 218 | 372 | 48 | 0.10 | 48 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 87.36 | 87.97 | 87.11 | 87.37 | 89.39 | 88.62 | 89.06 | 88.78 | 89.87 | 88.89 | 88.72 | 89.91 | 88.27 | 90.66 | 88.92 | 89.36 | 88.30 | 90.29 | 88.49 | 88.62 | 89.04 | 89.78 | 89.52 | 88.69 | 87.15 | 87.60 |
| 219 | 372 | 48 | 0.10 | 48 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 86.73 | 89.10 | 88.08 | 87.92 | 87.84 | 89.11 | 85.90 | 89.75 | 86.75 | 90.38 | 88.79 | 89.20 | 89.55 | 89.35 | 89.56 | 89.95 | 89.27 | 88.10 | 88.59 | 90.14 | 88.16 | 88.94 | 87.89 | 89.52 | 91.15 | 89.81 |
| 236 | 372 | 48 | 0.10 | 64 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 88.95 | 87.28 | 86.01 | 87.97 | 88.58 | 88.06 | 88.57 | 88.40 | 88.00 | 89.65 | 88.27 | 89.23 | 87.59 | 89.07 | 90.58 | 86.64 | 87.29 | 88.29 | 88.24 | 90.32 | 88.55 | 88.67 | 90.49 | 88.84 | 87.84 | 87.46 |
| 237 | 372 | 48 | 0.10 | 64 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 87.28 | 87.87 | 87.84 | 86.88 | 88.05 | 88.59 | 88.98 | 88.28 | 87.35 | 88.73 | 89.49 | 89.47 | 86.76 | 89.71 | 87.73 | 89.54 | 88.45 | 88.40 | 89.13 | 88.95 | 89.50 | 89.01 | 88.16 | 87.88 | 88.53 | 88.88 |
| 238 | 372 | 48 | 0.10 | 64 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 85.57 | 87.75 | 87.05 | 88.13 | 87.56 | 86.60 | 86.10 | 87.81 | 88.31 | 88.06 | 89.01 | 89.49 | 86.49 | 90.00 | 88.06 | 87.58 | 89.82 | 89.46 | 88.59 | 89.68 | 86.60 | 89.02 | 88.63 | 88.29 | 88.69 | 87.83 |
| 239 | 372 | 48 | 0.10 | 64 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 87.21 | 88.07 | 87.36 | 87.53 | 88.80 | 89.93 | 87.24 | 88.59 | 87.87 | 88.74 | 88.45 | 89.95 | 89.04 | 88.98 | 90.24 | 87.82 | 89.02 | 89.37 | 89.00 | 89.33 | 87.24 | 87.78 | 86.61 | 88.21 | 89.51 | 89.26 |
| 256 | 372 | 48 | 0.10 | 32 | 0.00001 | 36 | 0.000000e+00 | 0.000000e+00 | 85.47 | 87.90 | 87.49 | 86.68 | 88.82 | 88.90 | 86.72 | 89.09 | 88.10 | 89.52 | 89.66 | 87.89 | 87.54 | 88.32 | 88.67 | 89.23 | 88.59 | 88.79 | 87.90 | 89.38 | 89.40 | 88.50 | 87.47 | 87.11 | 88.24 | 88.41 |
| 257 | 372 | 48 | 0.10 | 32 | 0.00001 | 36 | 0.000000e+00 | 1.000000e-08 | 89.55 | 90.15 | 89.00 | 88.67 | 89.56 | 87.74 | 86.86 | 89.49 | 89.40 | 88.64 | 89.23 | 86.87 | 88.90 | 87.80 | 89.18 | 89.01 | 89.42 | 89.77 | 89.25 | 89.16 | 87.73 | 88.70 | 88.12 | 89.46 | 88.51 | 87.69 |
| 258 | 372 | 48 | 0.10 | 32 | 0.00001 | 36 | 1.000000e-08 | 0.000000e+00 | 88.19 | 87.27 | 88.71 | 87.93 | 89.20 | 88.59 | 89.13 | 88.12 | 88.43 | 88.60 | 88.46 | 88.48 | 88.41 | 88.68 | 88.85 | 90.31 | 89.86 | 89.32 | 89.42 | 88.57 | 87.39 | 88.40 | 87.78 | 88.41 | 89.00 | 89.09 |
| 259 | 372 | 48 | 0.10 | 32 | 0.00001 | 36 | 1.000000e-08 | 1.000000e-08 | 85.78 | 89.60 | 88.68 | 87.78 | 87.03 | 88.88 | 89.46 | 87.43 | 88.78 | 88.04 | 87.93 | 89.14 | 88.54 | 88.32 | 88.97 | 88.97 | 87.65 | 88.10 | 88.62 | 88.77 | 87.81 | 89.28 | 87.68 | 90.00 | 88.01 | 88.67 |
| 276 | 372 | 48 | 0.10 | 48 | 0.00001 | 36 | 0.000000e+00 | 0.000000e+00 | 87.73 | 87.24 | 87.13 | 88.01 | 85.88 | 88.77 | 88.66 | 89.55 | 89.87 | 87.51 | 88.42 | 88.86 | 87.52 | 89.11 | 89.80 | 88.12 | 89.60 | 85.51 | 88.40 | 90.13 | 87.91 | 88.47 | 88.33 | 88.00 | 88.76 | 88.20 |
| 277 | 372 | 48 | 0.10 | 48 | 0.00001 | 36 | 0.000000e+00 | 1.000000e-08 | 88.91 | 88.58 | 88.21 | 88.77 | 87.90 | 88.35 | 89.66 | 88.81 | 87.02 | 87.24 | 88.97 | 89.74 | 88.99 | 89.74 | 90.59 | 88.16 | 90.18 | 88.38 | 88.10 | 89.43 | 88.46 | 88.42 | 88.79 | 88.66 | 88.80 | 87.54 |
| 278 | 372 | 48 | 0.10 | 48 | 0.00001 | 36 | 1.000000e-08 | 0.000000e+00 | 88.46 | 88.04 | 88.47 | 87.65 | 90.12 | 89.76 | 88.72 | 88.68 | 88.41 | 88.01 | 89.43 | 87.76 | 87.92 | 88.71 | 89.64 | 89.25 | 90.27 | 89.42 | 89.97 | 87.25 | 88.80 | 88.90 | 88.46 | 87.67 | 88.11 | 87.89 |
| 279 | 372 | 48 | 0.10 | 48 | 0.00001 | 36 | 1.000000e-08 | 1.000000e-08 | 85.96 | 89.45 | 88.39 | 88.59 | 88.96 | 87.85 | 89.06 | 87.04 | 88.51 | 88.28 | 88.66 | 88.91 | 88.79 | 89.12 | 88.84 | 89.17 | 88.99 | 88.83 | 88.05 | 88.40 | 89.90 | 88.84 | 87.49 | 87.91 | 89.65 | 89.25 |
| 296 | 372 | 48 | 0.10 | 64 | 0.00001 | 36 | 0.000000e+00 | 0.000000e+00 | 86.81 | 87.18 | 88.48 | 89.29 | 87.97 | 88.36 | 86.60 | 89.22 | 89.29 | 87.09 | 88.79 | 87.51 | 87.11 | 89.09 | 88.48 | 87.82 | 89.12 | 88.17 | 88.62 | 88.98 | 88.17 | 88.32 | 87.59 | 87.70 | 88.74 | 88.76 |
| 297 | 372 | 48 | 0.10 | 64 | 0.00001 | 36 | 0.000000e+00 | 1.000000e-08 | 87.33 | 88.72 | 87.66 | 88.06 | 88.55 | 88.44 | 90.21 | 89.02 | 88.50 | 87.26 | 90.06 | 89.20 | 89.43 | 89.16 | 87.21 | 88.83 | 88.96 | 88.89 | 87.92 | 88.31 | 88.93 | 89.48 | 88.08 | 90.11 | 89.34 | 88.81 |
| 298 | 372 | 48 | 0.10 | 64 | 0.00001 | 36 | 1.000000e-08 | 0.000000e+00 | 88.04 | 88.55 | 88.91 | 90.32 | 88.17 | 88.73 | 88.10 | 88.44 | 88.09 | 89.97 | 90.22 | 90.04 | 90.47 | 89.25 | 89.33 | 89.74 | 90.48 | 89.13 | 89.50 | 89.42 | 88.99 | 88.21 | 88.12 | 88.48 | 87.54 | 88.91 |
| 299 | 372 | 48 | 0.10 | 64 | 0.00001 | 36 | 1.000000e-08 | 1.000000e-08 | 88.21 | 88.76 | 88.16 | 88.94 | 87.92 | 88.17 | 87.11 | 89.67 | 90.25 | 87.99 | 89.57 | 88.76 | 90.35 | 88.02 | 88.14 | 87.89 | 90.17 | 87.49 | 87.07 | 87.96 | 86.91 | 88.35 | 89.74 | 89.03 | 89.11 | 88.54 |
| 316 | 372 | 48 | 0.10 | 32 | 0.00001 | 48 | 0.000000e+00 | 0.000000e+00 | 87.09 | 89.53 | 86.94 | 89.21 | 86.68 | 88.55 | 87.03 | 87.40 | 87.45 | 89.30 | 88.49 | 88.57 | 89.64 | 86.85 | 88.69 | 89.16 | 88.64 | 89.25 | 88.20 | 88.57 | 87.20 | 88.03 | 87.60 | 89.13 | 89.40 | 88.26 |
| 317 | 372 | 48 | 0.10 | 32 | 0.00001 | 48 | 0.000000e+00 | 1.000000e-08 | 88.00 | 88.30 | 88.15 | 90.39 | 88.31 | 88.51 | 87.93 | 87.91 | 88.32 | 89.22 | 90.69 | 89.73 | 87.52 | 87.79 | 88.97 | 88.01 | 90.01 | 89.94 | 88.52 | 88.17 | 87.08 | 88.57 | 88.93 | 86.93 | 89.70 | 87.78 |
| 318 | 372 | 48 | 0.10 | 32 | 0.00001 | 48 | 1.000000e-08 | 0.000000e+00 | 87.83 | 87.69 | 88.25 | 88.02 | 88.97 | 88.98 | 89.89 | 89.88 | 87.82 | 89.35 | 87.49 | 89.96 | 89.57 | 87.28 | 88.00 | 89.78 | 87.41 | 87.59 | 88.96 | 88.40 | 86.94 | 89.08 | 89.93 | 86.13 | 89.46 | 89.37 |
| 319 | 372 | 48 | 0.10 | 32 | 0.00001 | 48 | 1.000000e-08 | 1.000000e-08 | 87.96 | 89.56 | 88.33 | 86.70 | 89.29 | 89.48 | 89.58 | 88.71 | 88.09 | 88.83 | 88.44 | 90.28 | 89.17 | 88.07 | 87.04 | 87.93 | 88.86 | 88.80 | 88.70 | 88.94 | 88.69 | 88.34 | 87.91 | 88.84 | 89.48 | 88.27 |
| 336 | 372 | 48 | 0.10 | 48 | 0.00001 | 48 | 0.000000e+00 | 0.000000e+00 | 86.84 | 89.13 | 88.95 | 88.43 | 87.53 | 86.89 | 88.64 | 88.69 | 87.96 | 88.80 | 88.72 | 89.10 | 88.97 | 90.23 | 88.76 | 88.41 | 88.97 | 90.89 | 88.95 | 87.91 | 89.48 | 89.19 | 89.19 | 89.26 | 88.97 | 87.65 |
| 337 | 372 | 48 | 0.10 | 48 | 0.00001 | 48 | 0.000000e+00 | 1.000000e-08 | 87.51 | 89.76 | 87.68 | 88.65 | 88.72 | 88.82 | 87.51 | 89.03 | 88.12 | 88.59 | 87.93 | 89.12 | 89.74 | 89.37 | 89.17 | 87.51 | 88.41 | 88.17 | 88.13 | 88.78 | 88.86 | 90.34 | 88.08 | 86.93 | 88.93 | 87.97 |
| 338 | 372 | 48 | 0.10 | 48 | 0.00001 | 48 | 1.000000e-08 | 0.000000e+00 | 86.56 | 89.43 | 87.25 | 88.30 | 86.64 | 87.96 | 87.28 | 87.77 | 87.47 | 88.34 | 87.57 | 90.32 | 87.22 | 87.94 | 88.57 | 88.28 | 88.62 | 88.42 | 89.13 | 88.91 | 87.85 | 89.30 | 89.25 | 87.94 | 87.80 | 89.31 |
| 339 | 372 | 48 | 0.10 | 48 | 0.00001 | 48 | 1.000000e-08 | 1.000000e-08 | 88.31 | 89.30 | 87.80 | 88.28 | 87.11 | 88.65 | 87.26 | 89.67 | 88.34 | 88.39 | 89.90 | 87.50 | 90.30 | 87.39 | 89.18 | 88.36 | 88.01 | 87.51 | 88.78 | 88.74 | 88.05 | 88.94 | 89.62 | 88.69 | 87.87 | 89.70 |
| 356 | 372 | 48 | 0.10 | 64 | 0.00001 | 48 | 0.000000e+00 | 0.000000e+00 | 86.35 | 86.51 | 88.20 | 87.35 | 88.55 | 88.28 | 87.52 | 88.42 | 87.28 | 89.76 | 88.70 | 88.80 | 87.64 | 88.78 | 81.44 | 86.01 | 87.43 | 89.12 | 87.34 | 88.55 | 87.29 | 88.26 | 86.52 | 87.71 | 78.84 | 88.50 |
| 357 | 372 | 48 | 0.10 | 64 | 0.00001 | 48 | 0.000000e+00 | 1.000000e-08 | 86.02 | 88.43 | 86.81 | 89.14 | 86.44 | 88.62 | 88.02 | 88.05 | 89.53 | 87.71 | 88.79 | 89.12 | 90.13 | 87.78 | 88.51 | 88.64 | 87.79 | 87.66 | 89.04 | 88.79 | 86.35 | 88.10 | 87.50 | 88.93 | 89.06 | 90.10 |
| 358 | 372 | 48 | 0.10 | 64 | 0.00001 | 48 | 1.000000e-08 | 0.000000e+00 | 88.44 | 87.43 | 88.87 | 87.86 | 87.75 | 87.81 | 88.25 | 87.54 | 87.90 | 87.48 | 88.67 | 89.63 | 87.36 | 89.57 | 89.20 | 88.61 | 89.51 | 88.21 | 89.81 | 85.36 | 88.50 | 89.38 | 88.26 | 88.35 | 88.01 | 89.16 |
| 359 | 372 | 48 | 0.10 | 64 | 0.00001 | 48 | 1.000000e-08 | 1.000000e-08 | 86.42 | 87.59 | 88.77 | 88.36 | 87.12 | 86.89 | 88.20 | 87.40 | 88.82 | 88.10 | 89.89 | 86.97 | 89.65 | 89.05 | 87.84 | 88.31 | 88.54 | 87.26 | 90.03 | 85.99 | 88.38 | 87.35 | 87.30 | 88.71 | 88.20 | 88.41 |
| 376 | 372 | 48 | 0.01 | 32 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 90.15 | 88.23 | 89.60 | 89.33 | 89.69 | 89.46 | 90.04 | 91.18 | 90.27 | 89.22 | 90.70 | 89.95 | 90.40 | 89.82 | 89.79 | 90.08 | 89.26 | 89.35 | 90.14 | 90.85 | 90.13 | 89.71 | 90.46 | 90.87 | 89.83 | 88.23 |
| 377 | 372 | 48 | 0.01 | 32 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 88.93 | 91.14 | 88.00 | 89.37 | 90.55 | 89.44 | 88.91 | 90.43 | 89.62 | 89.93 | 90.88 | 90.65 | 88.63 | 88.78 | 89.22 | 89.44 | 90.59 | 90.30 | 90.41 | 91.75 | 90.81 | 90.49 | 90.22 | 88.95 | 89.04 | 88.29 |
| 378 | 372 | 48 | 0.01 | 32 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 88.12 | 90.51 | 88.91 | 90.08 | 92.07 | 89.56 | 90.24 | 89.93 | 87.78 | 89.51 | 91.31 | 89.32 | 90.81 | 89.52 | 88.42 | 90.10 | 89.93 | 90.47 | 89.79 | 90.77 | 89.37 | 89.89 | 88.36 | 90.87 | 88.51 | 89.61 |
| 379 | 372 | 48 | 0.01 | 32 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 89.22 | 89.84 | 90.69 | 90.72 | 90.47 | 91.43 | 90.88 | 88.90 | 88.78 | 88.50 | 90.81 | 89.96 | 90.70 | 88.83 | 89.35 | 90.18 | 89.90 | 89.84 | 90.29 | 90.35 | 89.83 | 90.62 | 89.59 | 89.34 | 87.91 | 89.09 |
| 396 | 372 | 48 | 0.01 | 48 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 90.43 | 89.34 | 89.68 | 90.42 | 89.78 | 90.09 | 90.90 | 88.91 | 90.15 | 89.62 | 89.42 | 90.23 | 90.72 | 89.55 | 87.75 | 90.16 | 90.01 | 90.29 | 90.29 | 90.23 | 90.20 | 91.42 | 87.84 | 89.32 | 90.33 | 91.35 |
| 397 | 372 | 48 | 0.01 | 48 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 87.45 | 90.64 | 89.70 | 88.97 | 88.97 | 90.27 | 90.18 | 89.40 | 89.39 | 89.82 | 91.06 | 89.60 | 89.75 | 90.25 | 89.99 | 91.17 | 90.14 | 88.78 | 90.87 | 91.02 | 90.15 | 89.02 | 88.91 | 90.46 | 89.42 | 89.76 |
| 398 | 372 | 48 | 0.01 | 48 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 90.18 | 90.68 | 87.89 | 90.38 | 89.97 | 91.06 | 90.52 | 89.50 | 89.26 | 88.57 | 90.14 | 90.67 | 90.71 | 90.26 | 90.09 | 90.17 | 88.85 | 90.46 | 90.94 | 89.59 | 90.34 | 90.69 | 90.24 | 89.18 | 90.58 | 90.35 |
| 399 | 372 | 48 | 0.01 | 48 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 88.63 | 90.50 | 88.56 | 89.15 | 89.20 | 89.93 | 90.25 | 89.72 | 89.61 | 90.20 | 89.85 | 89.94 | 91.05 | 90.04 | 89.22 | 89.96 | 89.87 | 90.49 | 90.20 | 89.65 | 89.46 | 90.44 | 88.85 | 91.18 | 89.02 | 89.05 |
| 416 | 372 | 48 | 0.01 | 64 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 90.73 | 89.82 | 90.14 | 90.06 | 88.85 | 89.69 | 89.63 | 89.44 | 90.58 | 88.36 | 90.59 | 90.62 | 90.51 | 90.88 | 88.66 | 89.29 | 90.05 | 89.62 | 90.63 | 88.74 | 89.42 | 90.80 | 89.85 | 87.79 | 89.77 | 89.83 |
| 417 | 372 | 48 | 0.01 | 64 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 89.18 | 88.97 | 88.31 | 90.44 | 89.06 | 90.64 | 90.20 | 88.57 | 89.14 | 89.17 | 90.80 | 89.14 | 91.84 | 88.27 | 89.65 | 90.20 | 89.46 | 89.27 | 89.94 | 91.26 | 89.20 | 89.71 | 89.43 | 90.10 | 89.87 | 89.87 |
| 418 | 372 | 48 | 0.01 | 64 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 88.61 | 89.61 | 89.20 | 91.19 | 89.71 | 88.74 | 89.15 | 89.06 | 89.93 | 88.93 | 90.55 | 89.71 | 89.17 | 90.62 | 90.27 | 90.41 | 89.36 | 89.96 | 89.82 | 90.36 | 89.36 | 90.94 | 90.40 | 91.14 | 90.47 | 89.60 |
| 419 | 372 | 48 | 0.01 | 64 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 89.89 | 89.40 | 90.30 | 89.39 | 88.84 | 91.49 | 90.32 | 89.66 | 89.19 | 89.01 | 89.80 | 91.29 | 89.85 | 89.55 | 88.33 | 89.53 | 90.20 | 90.32 | 91.34 | 89.24 | 90.91 | 91.17 | 90.57 | 88.89 | 89.68 | 89.65 |
| 436 | 372 | 48 | 0.01 | 32 | 0.00100 | 36 | 0.000000e+00 | 0.000000e+00 | 89.10 | 90.71 | 89.70 | 87.39 | 88.32 | 89.95 | 88.93 | 89.20 | 89.17 | 88.35 | 91.36 | 91.29 | 90.11 | 89.20 | 89.18 | 90.12 | 89.15 | 90.38 | 90.81 | 90.62 | 91.09 | 88.58 | 89.77 | 88.95 | 89.98 | 88.69 |
| 437 | 372 | 48 | 0.01 | 32 | 0.00100 | 36 | 0.000000e+00 | 1.000000e-08 | 89.16 | 89.35 | 88.39 | 88.42 | 88.90 | 90.35 | 89.95 | 90.37 | 88.97 | 88.43 | 90.28 | 90.32 | 90.58 | 88.92 | 91.00 | 88.73 | 90.24 | 89.32 | 90.34 | 89.56 | 89.88 | 89.99 | 89.97 | 90.19 | 89.31 | 87.74 |
| 438 | 372 | 48 | 0.01 | 32 | 0.00100 | 36 | 1.000000e-08 | 0.000000e+00 | 88.96 | 90.54 | 88.74 | 90.12 | 90.76 | 90.14 | 90.29 | 89.78 | 89.01 | 90.34 | 90.91 | 91.52 | 89.40 | 91.16 | 89.55 | 90.18 | 89.40 | 90.51 | 89.20 | 90.77 | 87.77 | 90.47 | 90.16 | 89.87 | 90.87 | 88.27 |
| 439 | 372 | 48 | 0.01 | 32 | 0.00100 | 36 | 1.000000e-08 | 1.000000e-08 | 87.90 | 89.90 | 89.59 | 90.18 | 89.16 | 90.18 | 89.05 | 89.77 | 89.62 | 89.80 | 90.43 | 90.53 | 89.23 | 90.00 | 90.26 | 90.47 | 90.66 | 89.28 | 90.08 | 90.46 | 89.56 | 89.99 | 89.09 | 88.71 | 89.43 | 89.51 |
| 456 | 372 | 48 | 0.01 | 48 | 0.00100 | 36 | 0.000000e+00 | 0.000000e+00 | 88.43 | 90.18 | 89.24 | 90.74 | 90.26 | 90.22 | 89.82 | 88.95 | 89.25 | 89.26 | 91.40 | 90.56 | 90.71 | 89.64 | 89.11 | 90.27 | 88.03 | 89.54 | 91.02 | 91.21 | 89.73 | 90.13 | 88.96 | 88.49 | 89.31 | 89.42 |
| 457 | 372 | 48 | 0.01 | 48 | 0.00100 | 36 | 0.000000e+00 | 1.000000e-08 | 89.22 | 88.52 | 88.58 | 89.07 | 90.29 | 89.83 | 90.93 | 89.59 | 90.00 | 88.22 | 89.20 | 91.08 | 89.95 | 89.16 | 88.72 | 89.02 | 88.91 | 90.28 | 89.55 | 89.84 | 89.97 | 89.62 | 89.07 | 91.05 | 88.07 | 88.27 |
| 458 | 372 | 48 | 0.01 | 48 | 0.00100 | 36 | 1.000000e-08 | 0.000000e+00 | 90.20 | 89.70 | 89.29 | 90.28 | 88.72 | 89.46 | 89.56 | 90.36 | 90.06 | 89.57 | 90.22 | 90.30 | 90.40 | 89.00 | 89.36 | 90.71 | 90.76 | 89.33 | 90.63 | 89.33 | 89.78 | 89.92 | 89.16 | 89.31 | 89.37 | 90.13 |
| 459 | 372 | 48 | 0.01 | 48 | 0.00100 | 36 | 1.000000e-08 | 1.000000e-08 | 89.16 | 89.72 | 90.98 | 90.71 | 88.80 | 90.41 | 90.62 | 90.11 | 88.38 | 88.94 | 91.38 | 89.66 | 91.62 | 88.88 | 90.69 | 90.29 | 89.30 | 89.23 | 90.33 | 90.07 | 89.00 | 90.86 | 89.51 | 90.25 | 90.68 | 90.75 |
| 476 | 372 | 48 | 0.01 | 64 | 0.00100 | 36 | 0.000000e+00 | 0.000000e+00 | 90.00 | 89.30 | 90.67 | 89.35 | 90.27 | 90.25 | 88.38 | 90.67 | 89.38 | 89.20 | 88.93 | 90.46 | 90.14 | 89.22 | 89.31 | 89.36 | 89.73 | 89.43 | 89.55 | 89.73 | 90.01 | 90.14 | 89.27 | 89.80 | 90.52 | 89.98 |
| 477 | 372 | 48 | 0.01 | 64 | 0.00100 | 36 | 0.000000e+00 | 1.000000e-08 | 89.37 | 90.85 | 89.03 | 90.84 | 88.91 | 90.67 | 89.93 | 90.09 | 90.22 | 89.63 | 90.28 | 90.29 | 88.73 | 90.11 | 89.33 | 89.35 | 88.74 | 89.82 | 89.95 | 90.36 | 89.57 | 89.26 | 90.29 | 89.55 | 89.46 | 89.65 |
| 478 | 372 | 48 | 0.01 | 64 | 0.00100 | 36 | 1.000000e-08 | 0.000000e+00 | 89.68 | 89.14 | 89.95 | 88.47 | 89.32 | 89.82 | 89.91 | 90.21 | 90.60 | 89.53 | 90.73 | 90.14 | 89.19 | 87.54 | 91.81 | 90.65 | 88.32 | 89.74 | 89.50 | 90.56 | 90.47 | 89.46 | 90.86 | 90.51 | 90.30 | 89.06 |
| 479 | 372 | 48 | 0.01 | 64 | 0.00100 | 36 | 1.000000e-08 | 1.000000e-08 | 90.34 | 88.82 | 89.10 | 89.99 | 89.38 | 90.15 | 89.63 | 89.61 | 89.73 | 90.33 | 89.42 | 90.45 | 89.32 | 89.79 | 89.48 | 89.32 | 89.99 | 89.14 | 89.90 | 90.19 | 89.23 | 90.64 | 87.94 | 88.60 | 89.89 | 89.26 |
| 496 | 372 | 48 | 0.01 | 32 | 0.00100 | 48 | 0.000000e+00 | 0.000000e+00 | 89.10 | 90.25 | 89.69 | 90.36 | 88.69 | 89.28 | 88.04 | 90.39 | 89.04 | 89.05 | 89.22 | 89.83 | 90.41 | 88.51 | 89.03 | 89.52 | 90.04 | 89.61 | 89.96 | 90.19 | 89.49 | 90.78 | 89.74 | 88.77 | 88.06 | 88.04 |
| 497 | 372 | 48 | 0.01 | 32 | 0.00100 | 48 | 0.000000e+00 | 1.000000e-08 | 89.08 | 90.19 | 88.74 | 90.39 | 89.42 | 88.87 | 88.31 | 91.22 | 89.80 | 90.37 | 90.20 | 90.89 | 89.31 | 90.35 | 89.76 | 90.72 | 89.25 | 89.44 | 89.46 | 90.06 | 89.71 | 90.25 | 90.05 | 88.41 | 89.34 | 89.25 |
| 498 | 372 | 48 | 0.01 | 32 | 0.00100 | 48 | 1.000000e-08 | 0.000000e+00 | 89.89 | 88.76 | 87.76 | 90.37 | 89.53 | 88.83 | 89.07 | 88.54 | 89.43 | 88.93 | 90.34 | 90.07 | 89.76 | 89.54 | 89.87 | 88.72 | 89.27 | 89.37 | 89.90 | 89.70 | 89.53 | 88.19 | 90.32 | 88.24 | 90.53 | 89.56 |
| 499 | 372 | 48 | 0.01 | 32 | 0.00100 | 48 | 1.000000e-08 | 1.000000e-08 | 88.54 | 90.21 | 88.68 | 89.93 | 90.38 | 89.83 | 87.86 | 89.71 | 88.07 | 88.50 | 90.56 | 88.66 | 90.07 | 90.38 | 91.32 | 88.82 | 88.79 | 89.03 | 88.43 | 89.90 | 87.95 | 88.87 | 89.28 | 89.79 | 90.26 | 88.80 |
| 516 | 372 | 48 | 0.01 | 48 | 0.00100 | 48 | 0.000000e+00 | 0.000000e+00 | 87.65 | 90.40 | 89.71 | 86.83 | 89.36 | 90.97 | 88.05 | 88.68 | 89.72 | 88.67 | 90.41 | 89.24 | 90.34 | 89.56 | 90.95 | 90.75 | 87.18 | 90.06 | 90.56 | 90.74 | 88.44 | 89.88 | 88.70 | 89.98 | 89.53 | 87.61 |
| 517 | 372 | 48 | 0.01 | 48 | 0.00100 | 48 | 0.000000e+00 | 1.000000e-08 | 89.55 | 89.37 | 89.28 | 89.52 | 88.73 | 89.52 | 89.42 | 90.20 | 89.87 | 88.43 | 89.55 | 90.48 | 89.42 | 89.03 | 89.74 | 89.37 | 88.51 | 88.74 | 90.66 | 90.38 | 89.93 | 89.39 | 89.76 | 87.92 | 89.77 | 88.01 |
| 518 | 372 | 48 | 0.01 | 48 | 0.00100 | 48 | 1.000000e-08 | 0.000000e+00 | 88.53 | 90.25 | 86.72 | 88.49 | 89.67 | 90.31 | 87.40 | 88.96 | 87.80 | 88.71 | 88.84 | 90.59 | 88.49 | 90.05 | 90.56 | 91.33 | 89.36 | 89.11 | 89.81 | 89.47 | 88.81 | 90.86 | 89.23 | 89.77 | 88.98 | 89.64 |
| 519 | 372 | 48 | 0.01 | 48 | 0.00100 | 48 | 1.000000e-08 | 1.000000e-08 | 88.30 | 89.62 | 90.56 | 89.45 | 88.74 | 90.11 | 89.55 | 90.03 | 89.00 | 89.13 | 90.20 | 91.51 | 90.76 | 89.96 | 87.60 | 89.76 | 88.12 | 87.82 | 90.21 | 90.23 | 90.01 | 89.38 | 88.50 | 88.04 | 90.55 | 88.97 |
| 536 | 372 | 48 | 0.01 | 64 | 0.00100 | 48 | 0.000000e+00 | 0.000000e+00 | 88.15 | 90.01 | 88.22 | 91.05 | 89.93 | 89.86 | 89.12 | 88.97 | 89.93 | 89.81 | 91.29 | 89.69 | 90.03 | 90.78 | 89.85 | 90.51 | 89.26 | 89.36 | 90.32 | 90.09 | 88.79 | 88.84 | 88.31 | 88.59 | 89.29 | 88.96 |
| 537 | 372 | 48 | 0.01 | 64 | 0.00100 | 48 | 0.000000e+00 | 1.000000e-08 | 90.04 | 89.61 | 89.72 | 90.05 | 89.41 | 90.88 | 90.18 | 89.86 | 89.93 | 89.45 | 91.01 | 89.66 | 89.29 | 89.47 | 89.88 | 89.79 | 90.08 | 89.04 | 89.23 | 88.54 | 90.09 | 87.85 | 89.32 | 88.79 | 90.29 | 89.35 |
| 538 | 372 | 48 | 0.01 | 64 | 0.00100 | 48 | 1.000000e-08 | 0.000000e+00 | 89.23 | 90.18 | 88.56 | 88.56 | 88.66 | 90.11 | 88.44 | 90.67 | 89.87 | 89.83 | 88.59 | 88.18 | 88.87 | 88.90 | 89.79 | 89.98 | 89.94 | 89.71 | 89.73 | 89.63 | 89.28 | 88.86 | 90.99 | 88.69 | 90.71 | 89.23 |
| 539 | 372 | 48 | 0.01 | 64 | 0.00100 | 48 | 1.000000e-08 | 1.000000e-08 | 84.95 | 89.77 | 89.12 | 87.45 | 89.33 | 89.66 | 87.80 | 91.21 | 89.74 | 89.39 | 90.65 | 89.88 | 91.14 | 89.27 | 87.78 | 90.01 | 89.12 | 88.73 | 88.60 | 90.50 | 89.07 | 91.72 | 87.92 | 89.52 | 89.32 | 89.70 |
| 556 | 372 | 48 | 0.01 | 32 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 89.01 | 90.31 | 88.43 | 89.38 | 89.31 | 91.60 | 90.89 | 89.11 | 88.88 | 91.04 | 89.69 | 89.04 | 90.70 | 88.71 | 89.27 | 90.42 | 89.88 | 90.28 | 89.14 | 90.05 | 89.55 | 90.64 | 90.16 | 89.29 | 90.50 | 90.07 |
| 557 | 372 | 48 | 0.01 | 32 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 90.41 | 89.28 | 89.66 | 89.80 | 89.73 | 90.01 | 88.53 | 89.54 | 89.99 | 89.56 | 90.96 | 90.51 | 90.28 | 89.91 | 89.57 | 89.14 | 88.90 | 90.28 | 91.32 | 89.86 | 89.77 | 90.72 | 90.41 | 89.24 | 89.94 | 90.39 |
| 558 | 372 | 48 | 0.01 | 32 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 88.31 | 89.54 | 89.46 | 90.68 | 90.59 | 90.75 | 90.12 | 89.24 | 90.65 | 88.14 | 90.60 | 90.92 | 89.95 | 89.72 | 90.99 | 90.18 | 89.91 | 89.39 | 90.97 | 90.64 | 90.53 | 90.60 | 88.26 | 89.90 | 88.99 | 88.30 |
| 559 | 372 | 48 | 0.01 | 32 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 89.96 | 90.77 | 90.23 | 90.32 | 88.92 | 90.59 | 89.82 | 88.99 | 91.56 | 89.13 | 90.11 | 90.81 | 90.73 | 90.14 | 88.58 | 90.18 | 89.11 | 90.35 | 90.57 | 90.85 | 89.58 | 89.90 | 88.90 | 89.52 | 89.22 | 89.59 |
| 576 | 372 | 48 | 0.01 | 48 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 90.87 | 91.21 | 88.90 | 89.58 | 90.71 | 90.18 | 91.33 | 89.68 | 89.20 | 90.33 | 89.41 | 89.56 | 89.38 | 90.05 | 89.20 | 89.34 | 91.42 | 90.64 | 89.74 | 90.46 | 89.10 | 88.96 | 87.81 | 89.14 | 89.69 | 89.03 |
| 577 | 372 | 48 | 0.01 | 48 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 89.60 | 89.12 | 89.45 | 88.94 | 90.84 | 89.84 | 90.08 | 90.43 | 89.00 | 89.87 | 90.20 | 90.35 | 90.58 | 91.36 | 89.10 | 91.00 | 89.69 | 89.84 | 90.72 | 90.48 | 89.34 | 89.38 | 89.63 | 90.61 | 88.41 | 90.34 |
| 578 | 372 | 48 | 0.01 | 48 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 89.95 | 88.88 | 89.88 | 89.84 | 89.99 | 90.59 | 89.33 | 90.72 | 90.40 | 88.36 | 90.80 | 90.52 | 89.79 | 90.81 | 89.11 | 91.56 | 88.86 | 90.57 | 90.98 | 91.47 | 89.07 | 91.09 | 88.54 | 89.76 | 89.10 | 91.35 |
| 579 | 372 | 48 | 0.01 | 48 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 89.41 | 90.13 | 91.36 | 89.03 | 89.38 | 90.20 | 90.01 | 89.66 | 90.17 | 90.16 | 90.08 | 89.17 | 89.84 | 87.51 | 88.29 | 89.91 | 90.95 | 91.34 | 89.37 | 90.29 | 91.52 | 89.53 | 89.89 | 89.99 | 91.35 | 90.29 |
| 596 | 372 | 48 | 0.01 | 64 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 88.54 | 88.49 | 89.64 | 90.05 | 88.34 | 89.85 | 89.72 | 89.79 | 90.22 | 88.90 | 89.88 | 90.42 | 89.29 | 88.88 | 90.43 | 89.18 | 90.13 | 91.03 | 90.48 | 89.89 | 90.16 | 91.78 | 89.59 | 89.77 | 89.83 | 89.47 |
| 597 | 372 | 48 | 0.01 | 64 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 87.74 | 89.89 | 89.45 | 88.49 | 88.64 | 89.63 | 89.97 | 90.03 | 89.51 | 89.14 | 89.33 | 89.24 | 89.06 | 90.23 | 89.61 | 91.49 | 89.62 | 89.52 | 89.33 | 89.98 | 90.28 | 92.08 | 89.04 | 90.18 | 90.05 | 89.90 |
| 598 | 372 | 48 | 0.01 | 64 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 89.84 | 89.20 | 89.34 | 89.35 | 89.53 | 90.49 | 89.74 | 89.93 | 90.60 | 90.29 | 90.92 | 91.60 | 89.43 | 89.63 | 89.80 | 89.58 | 88.64 | 90.42 | 90.80 | 90.72 | 90.53 | 89.99 | 88.70 | 89.33 | 89.87 | 88.75 |
| 599 | 372 | 48 | 0.01 | 64 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 89.30 | 90.56 | 89.13 | 89.71 | 90.15 | 90.53 | 89.77 | 90.03 | 89.53 | 89.12 | 91.33 | 90.99 | 90.15 | 90.22 | 89.40 | 89.60 | 89.76 | 90.61 | 90.34 | 90.60 | 90.72 | 90.13 | 89.33 | 90.30 | 90.25 | 90.32 |
| 616 | 372 | 48 | 0.01 | 32 | 0.00001 | 36 | 0.000000e+00 | 0.000000e+00 | 88.50 | 90.28 | 88.06 | 89.18 | 90.70 | 90.30 | 89.51 | 89.87 | 89.09 | 89.29 | 90.43 | 89.90 | 91.32 | 89.13 | 88.80 | 89.95 | 90.00 | 89.94 | 89.85 | 89.72 | 88.86 | 90.14 | 89.61 | 88.83 | 89.00 | 89.86 |
| 617 | 372 | 48 | 0.01 | 32 | 0.00001 | 36 | 0.000000e+00 | 1.000000e-08 | 90.60 | 89.80 | 87.54 | 89.61 | 88.93 | 90.10 | 90.01 | 89.71 | 88.06 | 89.84 | 90.38 | 91.17 | 90.11 | 91.21 | 90.04 | 89.05 | 87.90 | 90.32 | 89.18 | 91.70 | 88.62 | 89.54 | 89.71 | 88.36 | 87.95 | 88.55 |
| 618 | 372 | 48 | 0.01 | 32 | 0.00001 | 36 | 1.000000e-08 | 0.000000e+00 | 89.17 | 91.00 | 90.45 | 89.74 | 88.22 | 89.91 | 90.09 | 89.92 | 90.16 | 89.67 | 90.82 | 91.91 | 90.22 | 89.36 | 89.97 | 90.64 | 89.36 | 89.47 | 90.72 | 90.34 | 89.24 | 88.77 | 89.66 | 89.04 | 89.04 | 88.02 |
| 619 | 372 | 48 | 0.01 | 32 | 0.00001 | 36 | 1.000000e-08 | 1.000000e-08 | 89.58 | 89.75 | 89.99 | 89.98 | 89.69 | 90.35 | 88.07 | 90.53 | 90.16 | 91.20 | 90.63 | 90.52 | 91.14 | 89.26 | 89.53 | 89.76 | 89.48 | 90.73 | 90.47 | 89.90 | 89.61 | 89.23 | 90.65 | 88.32 | 87.96 | 88.31 |
| 636 | 372 | 48 | 0.01 | 48 | 0.00001 | 36 | 0.000000e+00 | 0.000000e+00 | 89.36 | 90.32 | 88.73 | 90.15 | 89.90 | 90.16 | 89.86 | 89.17 | 90.80 | 89.22 | 90.89 | 89.75 | 90.11 | 89.85 | 89.24 | 89.72 | 88.79 | 89.52 | 89.37 | 90.52 | 89.19 | 89.80 | 89.50 | 90.51 | 90.26 | 87.85 |
| 637 | 372 | 48 | 0.01 | 48 | 0.00001 | 36 | 0.000000e+00 | 1.000000e-08 | 89.10 | 88.98 | 89.03 | 89.16 | 89.56 | 90.16 | 89.25 | 90.38 | 89.07 | 90.29 | 89.53 | 90.62 | 89.35 | 88.83 | 89.51 | 90.61 | 88.68 | 90.27 | 89.03 | 90.62 | 90.54 | 90.43 | 90.97 | 89.86 | 90.82 | 90.29 |
| 638 | 372 | 48 | 0.01 | 48 | 0.00001 | 36 | 1.000000e-08 | 0.000000e+00 | 88.65 | 89.59 | 89.10 | 90.39 | 89.68 | 90.25 | 89.50 | 90.12 | 89.90 | 88.81 | 90.24 | 90.01 | 90.63 | 90.14 | 89.53 | 90.07 | 89.51 | 89.98 | 89.55 | 89.61 | 89.64 | 88.37 | 89.91 | 89.61 | 88.10 | 89.93 |
| 639 | 372 | 48 | 0.01 | 48 | 0.00001 | 36 | 1.000000e-08 | 1.000000e-08 | 88.83 | 90.92 | 88.90 | 89.49 | 88.13 | 90.63 | 90.29 | 89.81 | 89.44 | 89.81 | 90.26 | 90.61 | 90.25 | 88.01 | 88.49 | 90.20 | 89.79 | 90.71 | 89.58 | 90.24 | 90.46 | 89.60 | 89.53 | 90.58 | 89.20 | 88.32 |
| 656 | 372 | 48 | 0.01 | 64 | 0.00001 | 36 | 0.000000e+00 | 0.000000e+00 | 90.42 | 90.95 | 88.83 | 89.92 | 89.15 | 90.28 | 89.90 | 90.47 | 90.11 | 90.03 | 91.03 | 89.58 | 89.93 | 89.09 | 88.03 | 88.43 | 89.65 | 89.74 | 88.82 | 90.74 | 90.64 | 90.80 | 87.58 | 89.56 | 90.03 | 90.06 |
| 657 | 372 | 48 | 0.01 | 64 | 0.00001 | 36 | 0.000000e+00 | 1.000000e-08 | 89.48 | 90.50 | 90.28 | 90.36 | 88.41 | 89.02 | 88.69 | 90.26 | 88.78 | 89.16 | 90.11 | 89.28 | 89.55 | 87.80 | 89.80 | 90.18 | 90.42 | 89.22 | 89.93 | 89.53 | 90.33 | 91.25 | 88.72 | 88.95 | 90.16 | 89.86 |
| 658 | 372 | 48 | 0.01 | 64 | 0.00001 | 36 | 1.000000e-08 | 0.000000e+00 | 88.81 | 91.44 | 89.74 | 89.21 | 89.00 | 89.06 | 89.64 | 90.57 | 89.43 | 89.14 | 90.94 | 89.70 | 90.38 | 90.08 | 90.46 | 90.59 | 90.21 | 90.90 | 89.45 | 90.54 | 91.84 | 88.40 | 90.30 | 90.35 | 87.74 | 91.18 |
| 659 | 372 | 48 | 0.01 | 64 | 0.00001 | 36 | 1.000000e-08 | 1.000000e-08 | 88.70 | 90.25 | 88.90 | 89.63 | 88.98 | 91.45 | 87.97 | 87.92 | 88.93 | 89.38 | 91.98 | 89.60 | 90.41 | 89.25 | 90.62 | 90.14 | 88.71 | 89.88 | 90.45 | 91.05 | 90.98 | 91.52 | 89.60 | 89.93 | 91.65 | 88.80 |
| 676 | 372 | 48 | 0.01 | 32 | 0.00001 | 48 | 0.000000e+00 | 0.000000e+00 | 90.06 | 89.91 | 90.02 | 89.52 | 88.55 | 90.29 | 90.66 | 89.86 | 90.44 | 89.12 | 90.14 | 89.67 | 89.57 | 89.84 | 88.56 | 90.07 | 89.61 | 89.41 | 90.59 | 89.18 | 90.42 | 91.38 | 89.39 | 88.61 | 90.48 | 90.02 |
| 677 | 372 | 48 | 0.01 | 32 | 0.00001 | 48 | 0.000000e+00 | 1.000000e-08 | 90.22 | 89.48 | 89.28 | 91.14 | 90.42 | 91.70 | 89.60 | 90.16 | 89.98 | 89.79 | 89.54 | 90.81 | 91.27 | 90.45 | 88.31 | 90.37 | 90.82 | 89.05 | 89.76 | 90.57 | 91.04 | 88.56 | 88.38 | 87.39 | 87.98 | 88.47 |
| 678 | 372 | 48 | 0.01 | 32 | 0.00001 | 48 | 1.000000e-08 | 0.000000e+00 | 88.52 | 89.13 | 87.04 | 89.41 | 90.15 | 89.61 | 90.00 | 88.25 | 90.56 | 89.77 | 89.37 | 89.27 | 88.88 | 90.07 | 89.05 | 90.87 | 89.94 | 90.31 | 90.20 | 91.68 | 89.39 | 91.06 | 88.60 | 87.94 | 88.93 | 90.45 |
| 679 | 372 | 48 | 0.01 | 32 | 0.00001 | 48 | 1.000000e-08 | 1.000000e-08 | 88.30 | 89.80 | 88.60 | 90.59 | 90.88 | 91.12 | 89.73 | 89.47 | 89.30 | 89.14 | 89.23 | 90.66 | 89.34 | 88.72 | 89.66 | 90.10 | 89.02 | 88.92 | 90.82 | 90.51 | 89.56 | 90.19 | 90.60 | 88.46 | 90.47 | 89.66 |
| 696 | 372 | 48 | 0.01 | 48 | 0.00001 | 48 | 0.000000e+00 | 0.000000e+00 | 89.72 | 90.46 | 89.49 | 89.08 | 89.49 | 89.86 | 88.45 | 90.47 | 89.19 | 89.23 | 89.57 | 88.29 | 91.32 | 89.82 | 89.94 | 89.59 | 89.03 | 90.22 | 89.59 | 90.03 | 88.02 | 90.22 | 89.07 | 88.68 | 89.52 | 89.16 |
| 697 | 372 | 48 | 0.01 | 48 | 0.00001 | 48 | 0.000000e+00 | 1.000000e-08 | 89.47 | 89.73 | 91.19 | 90.29 | 90.42 | 90.45 | 88.69 | 89.93 | 90.16 | 89.79 | 89.83 | 89.59 | 89.32 | 89.12 | 88.76 | 89.08 | 89.06 | 88.93 | 89.83 | 89.00 | 89.47 | 91.23 | 89.57 | 90.21 | 88.82 | 89.28 |
| 698 | 372 | 48 | 0.01 | 48 | 0.00001 | 48 | 1.000000e-08 | 0.000000e+00 | 89.40 | 90.62 | 88.56 | 90.51 | 88.91 | 89.81 | 87.91 | 89.08 | 89.28 | 90.20 | 89.69 | 90.04 | 89.90 | 90.49 | 90.42 | 89.72 | 89.62 | 88.88 | 90.05 | 89.82 | 89.05 | 88.13 | 89.79 | 89.56 | 87.40 | 89.55 |
| 699 | 372 | 48 | 0.01 | 48 | 0.00001 | 48 | 1.000000e-08 | 1.000000e-08 | 90.14 | 89.92 | 88.63 | 88.89 | 89.78 | 90.41 | 89.58 | 89.66 | 89.98 | 90.18 | 90.06 | 89.99 | 88.22 | 89.21 | 89.91 | 88.91 | 89.09 | 89.34 | 88.91 | 87.86 | 88.50 | 90.40 | 87.00 | 90.81 | 87.96 | 89.18 |
| 716 | 372 | 48 | 0.01 | 64 | 0.00001 | 48 | 0.000000e+00 | 0.000000e+00 | 88.49 | 89.67 | 88.08 | 89.06 | 88.45 | 87.62 | 89.30 | 88.49 | 90.01 | 88.53 | 90.05 | 89.71 | 89.25 | 89.74 | 89.20 | 89.18 | 89.19 | 88.40 | 88.76 | 89.07 | 88.80 | 89.32 | 88.75 | 88.30 | 89.69 | 88.65 |
| 717 | 372 | 48 | 0.01 | 64 | 0.00001 | 48 | 0.000000e+00 | 1.000000e-08 | 89.63 | 89.56 | 89.93 | 88.85 | 88.97 | 90.58 | 86.44 | 89.36 | 90.04 | 90.79 | 90.95 | 89.88 | 87.81 | 87.80 | 90.14 | 90.74 | 88.92 | 89.06 | 89.36 | 89.81 | 87.76 | 87.37 | 89.09 | 89.27 | 89.72 | 88.38 |
| 718 | 372 | 48 | 0.01 | 64 | 0.00001 | 48 | 1.000000e-08 | 0.000000e+00 | 89.99 | 90.20 | 89.54 | 89.57 | 91.32 | 89.77 | 88.13 | 89.88 | 89.64 | 88.75 | 89.45 | 89.22 | 89.68 | 88.08 | 88.94 | 89.02 | 89.98 | 89.36 | 89.12 | 90.66 | 88.80 | 91.35 | 88.83 | 89.47 | 89.72 | 89.07 |
| 719 | 372 | 48 | 0.01 | 64 | 0.00001 | 48 | 1.000000e-08 | 1.000000e-08 | 89.74 | 89.64 | 89.76 | 88.44 | 88.99 | 89.96 | 90.46 | 88.92 | 90.05 | 90.37 | 88.45 | 91.12 | 89.17 | 89.85 | 90.43 | 89.42 | 89.82 | 90.17 | 89.55 | 90.64 | 88.69 | 89.58 | 90.26 | 90.59 | 90.05 | 89.08 |
| input_size | output_size | learning_rate | batch_size | alpha | margin | l1_reg | l2_reg | mAP_test_abs_values | mAP_test_abs_values_2 | mAP_test_abs_values_3 | mAP_test_abs_values_4 | mAP_test_abs_values_5 | mAP_test_abs_values_6 | mAP_test_abs_values_7 | mAP_test_abs_values_8 | mAP_test_abs_values_9 | mAP_test_abs_values_10 | mAP_test_abs_values_11 | mAP_test_abs_values_12 | mAP_test_abs_values_13 | mAP_test_abs_values_14 | mAP_test_abs_values_15 | mAP_test_abs_values_16 | mAP_test_abs_values_17 | mAP_test_abs_values_18 | mAP_test_abs_values_19 | mAP_test_abs_values_20 | mAP_test_abs_values_21 | mAP_test_abs_values_22 | mAP_test_abs_values_23 | mAP_test_abs_values_24 | mAP_test_abs_values_25 | mAP_test_abs_values_26 | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 16 | 372 | 48 | 0.10 | 32 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 92.41 | 94.32 | 92.33 | 93.05 | 90.19 | 89.80 | 92.57 | 92.60 | 91.91 | 91.75 | 93.12 | 91.89 | 92.24 | 93.78 | 90.05 | 93.98 | 93.74 | 93.20 | 92.06 | 91.34 | 93.48 | 93.42 | 93.87 | 92.49 | 93.79 | 91.46 |
| 17 | 372 | 48 | 0.10 | 32 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 89.86 | 91.73 | 93.26 | 88.67 | 91.56 | 92.43 | 89.10 | 91.34 | 92.26 | 91.61 | 92.06 | 92.44 | 92.29 | 92.25 | 91.33 | 92.77 | 91.41 | 91.52 | 90.17 | 92.84 | 94.10 | 92.34 | 91.74 | 91.38 | 91.90 | 92.07 |
| 18 | 372 | 48 | 0.10 | 32 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 94.34 | 94.21 | 92.59 | 92.37 | 93.93 | 90.88 | 91.21 | 92.05 | 91.28 | 92.81 | 93.07 | 92.56 | 93.44 | 92.63 | 92.98 | 93.96 | 93.85 | 93.24 | 94.20 | 92.33 | 94.61 | 92.00 | 94.09 | 92.85 | 93.29 | 91.93 |
| 19 | 372 | 48 | 0.10 | 32 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 93.16 | 92.21 | 93.41 | 93.07 | 92.58 | 90.41 | 91.69 | 93.23 | 92.09 | 94.21 | 92.39 | 91.62 | 91.76 | 93.59 | 91.64 | 94.48 | 94.74 | 93.59 | 94.48 | 93.57 | 91.72 | 93.63 | 94.86 | 93.04 | 92.85 | 93.00 |
| 36 | 372 | 48 | 0.10 | 48 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 91.78 | 91.74 | 93.43 | 92.30 | 91.28 | 91.51 | 91.36 | 93.28 | 92.62 | 89.83 | 93.30 | 91.03 | 90.74 | 94.25 | 90.89 | 91.43 | 95.15 | 93.56 | 91.59 | 93.21 | 92.27 | 92.46 | 94.17 | 92.83 | 92.42 | 91.71 |
| 37 | 372 | 48 | 0.10 | 48 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 93.27 | 91.47 | 93.42 | 92.70 | 93.68 | 90.51 | 93.07 | 93.20 | 91.40 | 92.32 | 93.77 | 92.97 | 92.03 | 92.35 | 92.47 | 91.33 | 92.62 | 92.22 | 93.45 | 91.85 | 94.12 | 94.26 | 94.80 | 91.80 | 92.47 | 91.45 |
| 38 | 372 | 48 | 0.10 | 48 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 92.25 | 92.35 | 92.92 | 92.61 | 92.74 | 89.39 | 92.78 | 91.26 | 90.97 | 91.23 | 92.49 | 91.23 | 93.89 | 92.04 | 93.21 | 93.24 | 92.71 | 92.65 | 93.68 | 91.36 | 93.19 | 92.72 | 94.08 | 94.23 | 93.35 | 93.38 |
| 39 | 372 | 48 | 0.10 | 48 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 90.37 | 92.37 | 93.09 | 90.41 | 93.72 | 91.33 | 93.40 | 92.76 | 93.09 | 91.73 | 92.24 | 93.20 | 93.41 | 92.19 | 91.31 | 91.35 | 90.89 | 91.40 | 92.78 | 92.15 | 93.49 | 94.28 | 93.99 | 93.03 | 92.67 | 93.26 |
| 56 | 372 | 48 | 0.10 | 64 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 93.22 | 91.41 | 94.08 | 93.21 | 92.34 | 91.04 | 90.92 | 94.73 | 93.39 | 92.71 | 93.31 | 91.70 | 93.82 | 91.57 | 93.40 | 92.63 | 93.40 | 92.45 | 92.87 | 91.24 | 92.49 | 92.13 | 93.98 | 93.66 | 92.15 | 91.60 |
| 57 | 372 | 48 | 0.10 | 64 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 93.34 | 93.96 | 93.85 | 92.64 | 92.43 | 90.04 | 91.43 | 93.18 | 92.38 | 91.30 | 92.42 | 92.04 | 93.54 | 95.94 | 92.40 | 92.54 | 93.02 | 92.18 | 91.54 | 93.68 | 93.80 | 92.61 | 95.13 | 93.44 | 92.14 | 92.64 |
| 58 | 372 | 48 | 0.10 | 64 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 91.85 | 93.13 | 94.00 | 92.96 | 93.36 | 90.19 | 93.70 | 91.96 | 92.29 | 92.14 | 91.43 | 92.50 | 94.64 | 93.39 | 91.41 | 93.74 | 92.75 | 92.75 | 91.39 | 92.80 | 92.78 | 93.21 | 94.17 | 92.03 | 91.89 | 92.53 |
| 59 | 372 | 48 | 0.10 | 64 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 91.86 | 49.17 | 93.16 | 93.20 | 93.00 | 91.53 | 93.82 | 91.48 | 93.30 | 91.43 | 93.55 | 92.60 | 94.09 | 93.97 | 91.40 | 93.86 | 93.54 | 95.74 | 92.63 | 93.03 | 94.78 | 93.06 | 92.17 | 91.41 | 93.76 | 92.12 |
| 76 | 372 | 48 | 0.10 | 32 | 0.00100 | 36 | 0.000000e+00 | 0.000000e+00 | 91.97 | 92.92 | 93.44 | 92.17 | 89.47 | 91.50 | 91.46 | 91.80 | 92.04 | 92.92 | 92.79 | 92.45 | 93.71 | 92.35 | 92.82 | 93.21 | 91.90 | 92.33 | 92.78 | 91.79 | 91.82 | 93.02 | 93.11 | 92.43 | 94.00 | 92.07 |
| 77 | 372 | 48 | 0.10 | 32 | 0.00100 | 36 | 0.000000e+00 | 1.000000e-08 | 93.49 | 91.25 | 91.61 | 92.14 | 49.17 | 91.95 | 91.83 | 90.68 | 91.29 | 93.20 | 90.99 | 90.56 | 90.77 | 91.02 | 90.38 | 92.57 | 92.32 | 92.34 | 91.98 | 91.91 | 94.05 | 92.76 | 92.23 | 91.51 | 92.32 | 91.83 |
| 78 | 372 | 48 | 0.10 | 32 | 0.00100 | 36 | 1.000000e-08 | 0.000000e+00 | 93.71 | 90.84 | 92.39 | 92.19 | 91.98 | 89.87 | 93.06 | 93.10 | 90.01 | 92.18 | 90.73 | 93.04 | 91.87 | 92.64 | 90.93 | 92.56 | 92.37 | 92.28 | 90.43 | 93.35 | 92.49 | 93.05 | 92.30 | 93.63 | 93.92 | 90.45 |
| 79 | 372 | 48 | 0.10 | 32 | 0.00100 | 36 | 1.000000e-08 | 1.000000e-08 | 94.11 | 93.24 | 92.42 | 93.55 | 93.71 | 91.30 | 91.15 | 94.48 | 92.48 | 91.33 | 91.15 | 90.14 | 93.38 | 92.47 | 91.00 | 92.74 | 93.09 | 92.65 | 91.17 | 93.21 | 93.56 | 94.30 | 95.04 | 90.77 | 92.19 | 90.87 |
| 96 | 372 | 48 | 0.10 | 48 | 0.00100 | 36 | 0.000000e+00 | 0.000000e+00 | 90.77 | 93.18 | 92.54 | 93.45 | 93.64 | 91.78 | 92.72 | 93.95 | 92.33 | 92.01 | 92.42 | 92.44 | 92.86 | 92.89 | 92.20 | 93.65 | 92.47 | 92.72 | 92.27 | 93.17 | 92.63 | 94.35 | 92.90 | 92.15 | 92.81 | 92.35 |
| 97 | 372 | 48 | 0.10 | 48 | 0.00100 | 36 | 0.000000e+00 | 1.000000e-08 | 89.55 | 93.12 | 91.82 | 92.97 | 94.96 | 91.59 | 91.90 | 92.59 | 92.13 | 91.79 | 92.23 | 91.00 | 93.44 | 92.84 | 91.19 | 93.15 | 92.62 | 90.43 | 93.89 | 92.54 | 93.60 | 91.97 | 93.45 | 92.99 | 91.91 | 91.69 |
| 98 | 372 | 48 | 0.10 | 48 | 0.00100 | 36 | 1.000000e-08 | 0.000000e+00 | 90.10 | 89.80 | 93.28 | 92.70 | 92.41 | 91.62 | 93.26 | 92.18 | 92.74 | 92.94 | 93.07 | 91.91 | 91.42 | 92.31 | 93.08 | 93.08 | 93.69 | 91.70 | 92.32 | 92.88 | 93.46 | 92.96 | 93.41 | 92.89 | 92.18 | 91.74 |
| 99 | 372 | 48 | 0.10 | 48 | 0.00100 | 36 | 1.000000e-08 | 1.000000e-08 | 91.47 | 91.97 | 94.91 | 91.16 | 92.69 | 92.16 | 94.18 | 91.30 | 92.86 | 92.92 | 92.60 | 92.66 | 92.01 | 93.30 | 93.71 | 92.67 | 91.85 | 92.27 | 94.05 | 92.83 | 94.44 | 93.67 | 92.22 | 93.27 | 92.01 | 90.86 |
| 116 | 372 | 48 | 0.10 | 64 | 0.00100 | 36 | 0.000000e+00 | 0.000000e+00 | 91.97 | 92.11 | 90.22 | 92.03 | 92.57 | 89.50 | 90.72 | 91.84 | 92.74 | 92.50 | 93.29 | 93.24 | 91.94 | 94.18 | 90.56 | 92.49 | 93.35 | 92.06 | 92.33 | 92.44 | 93.15 | 92.53 | 91.64 | 92.71 | 91.51 | 93.19 |
| 117 | 372 | 48 | 0.10 | 64 | 0.00100 | 36 | 0.000000e+00 | 1.000000e-08 | 91.85 | 93.37 | 92.39 | 94.02 | 91.82 | 93.17 | 91.83 | 92.87 | 91.14 | 93.26 | 93.41 | 91.50 | 93.79 | 93.46 | 93.07 | 91.36 | 94.19 | 93.97 | 93.56 | 92.78 | 94.08 | 93.97 | 94.73 | 92.79 | 92.51 | 93.11 |
| 118 | 372 | 48 | 0.10 | 64 | 0.00100 | 36 | 1.000000e-08 | 0.000000e+00 | 91.99 | 92.26 | 91.81 | 90.86 | 92.87 | 92.06 | 92.29 | 91.36 | 92.75 | 92.75 | 90.44 | 90.24 | 91.76 | 90.56 | 91.76 | 92.71 | 91.34 | 91.70 | 92.62 | 91.14 | 94.87 | 91.77 | 94.44 | 93.24 | 93.53 | 92.54 |
| 119 | 372 | 48 | 0.10 | 64 | 0.00100 | 36 | 1.000000e-08 | 1.000000e-08 | 92.21 | 91.75 | 89.82 | 92.61 | 93.22 | 91.15 | 92.76 | 93.71 | 91.27 | 91.19 | 93.75 | 92.66 | 94.30 | 93.03 | 93.15 | 92.65 | 92.11 | 92.08 | 92.44 | 91.87 | 93.08 | 92.38 | 93.30 | 91.37 | 93.08 | 91.51 |
| 136 | 372 | 48 | 0.10 | 32 | 0.00100 | 48 | 0.000000e+00 | 0.000000e+00 | 93.60 | 94.03 | 92.38 | 91.15 | 93.13 | 91.37 | 91.48 | 91.92 | 92.40 | 92.37 | 92.89 | 89.15 | 91.70 | 93.23 | 90.63 | 93.15 | 93.25 | 91.32 | 92.09 | 91.33 | 92.93 | 94.27 | 91.63 | 93.20 | 93.17 | 92.34 |
| 137 | 372 | 48 | 0.10 | 32 | 0.00100 | 48 | 0.000000e+00 | 1.000000e-08 | 90.47 | 93.80 | 92.46 | 93.19 | 93.97 | 92.48 | 93.80 | 89.55 | 92.27 | 91.66 | 92.81 | 92.70 | 93.74 | 92.46 | 89.82 | 92.84 | 91.01 | 92.35 | 92.97 | 91.06 | 93.35 | 94.17 | 94.48 | 93.40 | 94.08 | 93.94 |
| 138 | 372 | 48 | 0.10 | 32 | 0.00100 | 48 | 1.000000e-08 | 0.000000e+00 | 90.49 | 93.10 | 93.31 | 93.19 | 90.30 | 91.94 | 91.83 | 94.50 | 91.85 | 92.03 | 91.24 | 91.51 | 89.81 | 92.34 | 91.12 | 93.21 | 91.38 | 91.46 | 92.02 | 92.40 | 93.65 | 93.54 | 93.37 | 91.20 | 93.09 | 93.51 |
| 139 | 372 | 48 | 0.10 | 32 | 0.00100 | 48 | 1.000000e-08 | 1.000000e-08 | 94.13 | 93.03 | 93.74 | 91.93 | 93.50 | 90.07 | 93.11 | 90.53 | 89.97 | 89.94 | 91.25 | 92.46 | 90.12 | 93.40 | 90.96 | 92.78 | 92.87 | 92.44 | 92.20 | 92.18 | 93.32 | 94.63 | 93.63 | 93.53 | 92.52 | 90.66 |
| 156 | 372 | 48 | 0.10 | 48 | 0.00100 | 48 | 0.000000e+00 | 0.000000e+00 | 91.39 | 93.97 | 92.54 | 91.57 | 92.08 | 90.94 | 91.72 | 92.12 | 90.31 | 93.71 | 90.79 | 91.81 | 91.34 | 93.11 | 91.13 | 93.51 | 93.36 | 92.44 | 92.81 | 90.62 | 93.58 | 94.21 | 93.80 | 91.88 | 92.82 | 91.58 |
| 157 | 372 | 48 | 0.10 | 48 | 0.00100 | 48 | 0.000000e+00 | 1.000000e-08 | 91.96 | 91.56 | 93.33 | 92.39 | 93.82 | 92.00 | 89.37 | 91.56 | 92.95 | 93.42 | 92.10 | 93.69 | 94.36 | 91.66 | 91.08 | 91.36 | 93.64 | 92.03 | 91.84 | 91.56 | 94.13 | 94.50 | 93.47 | 91.64 | 93.34 | 90.56 |
| 158 | 372 | 48 | 0.10 | 48 | 0.00100 | 48 | 1.000000e-08 | 0.000000e+00 | 93.62 | 92.78 | 91.69 | 92.69 | 92.06 | 92.18 | 92.46 | 90.05 | 92.00 | 92.29 | 91.01 | 92.25 | 91.51 | 94.62 | 91.81 | 92.00 | 92.29 | 93.46 | 92.80 | 93.79 | 93.86 | 93.01 | 92.28 | 91.79 | 91.44 | 91.48 |
| 159 | 372 | 48 | 0.10 | 48 | 0.00100 | 48 | 1.000000e-08 | 1.000000e-08 | 91.47 | 92.23 | 93.20 | 93.84 | 92.76 | 92.66 | 91.88 | 90.86 | 92.55 | 92.38 | 93.56 | 93.54 | 92.23 | 92.07 | 91.82 | 92.52 | 89.92 | 90.94 | 93.75 | 91.02 | 92.77 | 94.10 | 94.24 | 93.32 | 91.39 | 92.35 |
| 176 | 372 | 48 | 0.10 | 64 | 0.00100 | 48 | 0.000000e+00 | 0.000000e+00 | 93.40 | 91.38 | 93.95 | 92.03 | 90.46 | 88.79 | 92.93 | 94.59 | 92.73 | 90.08 | 92.05 | 92.06 | 92.88 | 92.67 | 90.54 | 93.87 | 91.73 | 93.07 | 92.19 | 92.84 | 92.07 | 92.89 | 92.79 | 92.75 | 92.76 | 91.84 |
| 177 | 372 | 48 | 0.10 | 64 | 0.00100 | 48 | 0.000000e+00 | 1.000000e-08 | 92.63 | 90.45 | 90.67 | 91.42 | 92.41 | 90.96 | 92.52 | 94.00 | 92.18 | 92.66 | 92.41 | 92.36 | 92.88 | 93.33 | 91.91 | 92.76 | 90.88 | 93.47 | 90.64 | 93.15 | 93.16 | 93.39 | 93.96 | 93.64 | 92.64 | 90.74 |
| 178 | 372 | 48 | 0.10 | 64 | 0.00100 | 48 | 1.000000e-08 | 0.000000e+00 | 93.18 | 90.94 | 92.28 | 91.10 | 95.28 | 89.39 | 92.13 | 93.36 | 93.37 | 93.15 | 93.17 | 92.41 | 92.97 | 94.16 | 91.49 | 92.78 | 93.75 | 91.67 | 93.50 | 92.92 | 92.59 | 93.86 | 92.58 | 92.30 | 92.20 | 94.20 |
| 179 | 372 | 48 | 0.10 | 64 | 0.00100 | 48 | 1.000000e-08 | 1.000000e-08 | 90.30 | 92.34 | 92.64 | 91.65 | 91.98 | 92.12 | 91.64 | 93.04 | 90.99 | 91.16 | 91.04 | 91.59 | 91.42 | 92.98 | 90.93 | 91.40 | 93.11 | 93.90 | 90.36 | 92.85 | 92.36 | 93.58 | 92.75 | 91.52 | 92.59 | 92.42 |
| 196 | 372 | 48 | 0.10 | 32 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 90.78 | 93.53 | 92.07 | 91.55 | 92.11 | 91.95 | 93.32 | 90.02 | 93.53 | 94.29 | 92.92 | 92.33 | 93.68 | 92.66 | 90.85 | 93.55 | 93.81 | 92.97 | 93.50 | 92.18 | 93.08 | 92.63 | 92.73 | 94.21 | 94.00 | 91.80 |
| 197 | 372 | 48 | 0.10 | 32 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 92.02 | 92.54 | 91.36 | 91.77 | 91.35 | 92.05 | 92.32 | 93.39 | 90.42 | 93.04 | 92.36 | 92.69 | 93.92 | 92.56 | 92.81 | 92.58 | 92.79 | 92.90 | 93.97 | 91.32 | 94.05 | 94.01 | 93.90 | 91.31 | 92.86 | 93.57 |
| 198 | 372 | 48 | 0.10 | 32 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 92.94 | 90.38 | 92.09 | 91.79 | 91.77 | 92.06 | 94.78 | 92.42 | 93.01 | 90.52 | 93.67 | 89.82 | 92.74 | 92.24 | 91.20 | 90.15 | 91.82 | 93.00 | 92.69 | 91.43 | 93.11 | 93.14 | 93.04 | 92.44 | 93.78 | 92.72 |
| 199 | 372 | 48 | 0.10 | 32 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 90.33 | 91.54 | 94.54 | 93.32 | 93.08 | 91.29 | 93.87 | 92.41 | 92.34 | 91.22 | 91.46 | 91.17 | 90.41 | 93.00 | 93.07 | 93.96 | 92.10 | 91.60 | 92.11 | 92.67 | 92.59 | 92.02 | 93.06 | 93.47 | 92.98 | 91.76 |
| 216 | 372 | 48 | 0.10 | 48 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 94.60 | 92.67 | 92.48 | 92.64 | 93.06 | 90.69 | 90.25 | 93.43 | 93.53 | 90.91 | 92.65 | 93.27 | 49.17 | 93.41 | 92.78 | 88.58 | 93.15 | 92.41 | 89.84 | 93.61 | 90.56 | 93.16 | 92.42 | 92.53 | 93.69 | 91.76 |
| 217 | 372 | 48 | 0.10 | 48 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 91.88 | 92.02 | 93.29 | 92.70 | 92.80 | 90.29 | 90.82 | 92.71 | 92.74 | 91.70 | 92.59 | 93.43 | 93.36 | 92.89 | 93.11 | 92.47 | 93.13 | 93.91 | 92.55 | 91.25 | 93.34 | 92.90 | 94.32 | 93.21 | 92.62 | 92.12 |
| 218 | 372 | 48 | 0.10 | 48 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 94.05 | 92.08 | 93.02 | 92.07 | 93.29 | 91.40 | 92.79 | 92.60 | 93.23 | 92.55 | 93.33 | 92.71 | 94.28 | 93.99 | 94.68 | 93.20 | 95.18 | 93.85 | 93.80 | 93.38 | 93.89 | 92.86 | 92.18 | 92.34 | 93.25 | 93.29 |
| 219 | 372 | 48 | 0.10 | 48 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 92.28 | 92.69 | 93.89 | 92.20 | 92.15 | 91.94 | 92.25 | 92.37 | 90.71 | 92.89 | 92.27 | 92.62 | 93.64 | 93.58 | 93.28 | 92.55 | 92.96 | 91.99 | 91.07 | 93.56 | 92.16 | 92.83 | 93.48 | 93.80 | 93.65 | 92.55 |
| 236 | 372 | 48 | 0.10 | 64 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 93.99 | 92.76 | 93.96 | 92.92 | 94.70 | 90.96 | 93.76 | 92.75 | 93.94 | 94.13 | 94.20 | 91.07 | 92.75 | 92.11 | 93.09 | 92.20 | 93.68 | 93.47 | 91.43 | 92.93 | 93.03 | 94.12 | 93.29 | 93.24 | 92.61 | 92.23 |
| 237 | 372 | 48 | 0.10 | 64 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 94.11 | 90.64 | 93.76 | 92.49 | 92.11 | 92.18 | 89.91 | 94.62 | 93.04 | 92.21 | 92.70 | 93.59 | 92.24 | 94.97 | 92.69 | 92.47 | 91.41 | 93.90 | 90.88 | 93.22 | 94.92 | 92.36 | 93.28 | 92.09 | 92.93 | 93.40 |
| 238 | 372 | 48 | 0.10 | 64 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 90.41 | 90.40 | 90.53 | 92.93 | 92.46 | 91.47 | 89.94 | 92.10 | 93.50 | 91.59 | 93.07 | 93.28 | 92.63 | 91.37 | 90.26 | 92.27 | 95.76 | 91.98 | 92.17 | 93.02 | 92.83 | 92.36 | 91.82 | 93.34 | 93.07 | 91.68 |
| 239 | 372 | 48 | 0.10 | 64 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 93.19 | 94.39 | 92.15 | 93.13 | 92.36 | 92.99 | 94.07 | 92.54 | 92.47 | 92.96 | 92.23 | 91.43 | 91.65 | 94.55 | 91.93 | 93.98 | 93.49 | 91.86 | 91.09 | 92.71 | 93.34 | 93.95 | 92.85 | 93.31 | 93.36 | 93.40 |
| 256 | 372 | 48 | 0.10 | 32 | 0.00001 | 36 | 0.000000e+00 | 0.000000e+00 | 91.74 | 92.73 | 92.94 | 91.41 | 93.02 | 92.58 | 89.36 | 93.55 | 91.47 | 91.83 | 91.94 | 90.73 | 90.60 | 90.41 | 90.97 | 92.99 | 93.24 | 90.93 | 90.36 | 92.06 | 92.32 | 92.73 | 91.81 | 93.19 | 93.47 | 92.72 |
| 257 | 372 | 48 | 0.10 | 32 | 0.00001 | 36 | 0.000000e+00 | 1.000000e-08 | 93.15 | 93.65 | 93.77 | 92.40 | 94.95 | 92.68 | 92.00 | 94.01 | 92.86 | 92.97 | 93.25 | 91.57 | 91.48 | 93.06 | 92.12 | 92.58 | 93.82 | 93.54 | 94.05 | 93.91 | 92.28 | 94.10 | 92.46 | 92.71 | 91.42 | 92.46 |
| 258 | 372 | 48 | 0.10 | 32 | 0.00001 | 36 | 1.000000e-08 | 0.000000e+00 | 92.53 | 93.42 | 93.39 | 92.18 | 94.12 | 91.13 | 90.19 | 92.80 | 91.26 | 92.23 | 90.16 | 91.76 | 90.82 | 92.95 | 89.81 | 95.02 | 92.77 | 93.55 | 92.51 | 91.71 | 93.65 | 93.04 | 92.76 | 92.50 | 92.24 | 93.73 |
| 259 | 372 | 48 | 0.10 | 32 | 0.00001 | 36 | 1.000000e-08 | 1.000000e-08 | 91.25 | 90.66 | 92.65 | 94.15 | 91.60 | 90.86 | 92.13 | 90.56 | 93.31 | 93.34 | 93.24 | 91.36 | 93.43 | 92.15 | 91.25 | 92.83 | 92.05 | 92.67 | 92.69 | 90.33 | 93.34 | 92.71 | 92.99 | 93.26 | 93.33 | 91.13 |
| 276 | 372 | 48 | 0.10 | 48 | 0.00001 | 36 | 0.000000e+00 | 0.000000e+00 | 92.54 | 91.56 | 93.69 | 92.79 | 91.22 | 91.45 | 92.66 | 93.64 | 92.18 | 91.18 | 93.56 | 92.71 | 93.08 | 93.09 | 92.66 | 91.58 | 91.54 | 91.96 | 90.76 | 92.07 | 93.41 | 94.05 | 94.67 | 93.40 | 93.12 | 93.06 |
| 277 | 372 | 48 | 0.10 | 48 | 0.00001 | 36 | 0.000000e+00 | 1.000000e-08 | 92.49 | 90.96 | 93.60 | 92.55 | 93.80 | 90.86 | 92.52 | 93.97 | 91.88 | 93.09 | 92.78 | 92.56 | 91.67 | 92.60 | 91.56 | 92.86 | 94.16 | 93.06 | 92.58 | 93.91 | 94.06 | 92.97 | 94.10 | 92.65 | 93.82 | 91.95 |
| 278 | 372 | 48 | 0.10 | 48 | 0.00001 | 36 | 1.000000e-08 | 0.000000e+00 | 92.68 | 93.40 | 94.27 | 92.15 | 94.71 | 92.08 | 92.73 | 92.91 | 91.66 | 91.92 | 93.52 | 89.68 | 93.68 | 91.78 | 91.56 | 93.81 | 94.62 | 91.71 | 92.59 | 91.50 | 93.57 | 92.70 | 95.00 | 94.13 | 92.70 | 92.79 |
| 279 | 372 | 48 | 0.10 | 48 | 0.00001 | 36 | 1.000000e-08 | 1.000000e-08 | 91.83 | 92.97 | 93.70 | 90.69 | 93.59 | 92.71 | 90.81 | 92.14 | 93.04 | 92.42 | 91.31 | 91.21 | 93.64 | 91.90 | 91.46 | 93.50 | 93.53 | 93.70 | 93.00 | 91.62 | 93.38 | 92.78 | 92.87 | 93.08 | 93.53 | 93.45 |
| 296 | 372 | 48 | 0.10 | 64 | 0.00001 | 36 | 0.000000e+00 | 0.000000e+00 | 93.07 | 92.35 | 93.14 | 91.68 | 93.25 | 91.50 | 91.18 | 93.47 | 94.78 | 90.69 | 92.22 | 93.01 | 90.26 | 93.73 | 93.30 | 94.07 | 92.01 | 90.47 | 92.58 | 91.36 | 94.75 | 92.49 | 91.93 | 90.78 | 93.20 | 91.60 |
| 297 | 372 | 48 | 0.10 | 64 | 0.00001 | 36 | 0.000000e+00 | 1.000000e-08 | 90.11 | 93.64 | 94.03 | 92.58 | 93.33 | 92.74 | 93.35 | 92.39 | 93.42 | 93.11 | 91.56 | 93.65 | 92.00 | 92.55 | 91.80 | 92.48 | 92.65 | 92.50 | 92.41 | 92.82 | 94.24 | 92.56 | 94.58 | 93.15 | 92.90 | 93.85 |
| 298 | 372 | 48 | 0.10 | 64 | 0.00001 | 36 | 1.000000e-08 | 0.000000e+00 | 93.22 | 91.90 | 93.08 | 93.13 | 93.65 | 91.45 | 92.44 | 92.60 | 92.77 | 92.62 | 92.56 | 93.10 | 92.86 | 92.93 | 93.10 | 93.14 | 92.89 | 92.61 | 93.37 | 93.80 | 94.31 | 94.38 | 91.24 | 92.94 | 92.66 | 91.90 |
| 299 | 372 | 48 | 0.10 | 64 | 0.00001 | 36 | 1.000000e-08 | 1.000000e-08 | 94.55 | 93.00 | 92.51 | 92.65 | 92.48 | 92.58 | 91.22 | 90.43 | 94.28 | 93.45 | 92.57 | 89.24 | 92.12 | 93.50 | 92.61 | 92.09 | 93.30 | 94.42 | 91.27 | 93.36 | 95.07 | 92.93 | 95.04 | 92.05 | 93.36 | 91.46 |
| 316 | 372 | 48 | 0.10 | 32 | 0.00001 | 48 | 0.000000e+00 | 0.000000e+00 | 92.95 | 91.67 | 93.19 | 92.42 | 93.77 | 90.95 | 91.32 | 93.03 | 91.41 | 92.65 | 92.20 | 92.66 | 93.16 | 91.00 | 93.31 | 92.97 | 94.21 | 92.90 | 93.27 | 92.30 | 92.36 | 92.64 | 92.47 | 93.47 | 94.48 | 92.52 |
| 317 | 372 | 48 | 0.10 | 32 | 0.00001 | 48 | 0.000000e+00 | 1.000000e-08 | 91.16 | 93.98 | 92.64 | 91.86 | 93.37 | 91.75 | 92.44 | 89.18 | 91.84 | 92.42 | 92.61 | 93.39 | 92.12 | 91.56 | 92.32 | 90.72 | 93.42 | 91.17 | 93.52 | 92.32 | 93.46 | 93.89 | 94.07 | 93.05 | 92.07 | 92.58 |
| 318 | 372 | 48 | 0.10 | 32 | 0.00001 | 48 | 1.000000e-08 | 0.000000e+00 | 91.27 | 93.69 | 94.77 | 91.95 | 93.23 | 91.23 | 92.76 | 92.29 | 92.02 | 94.82 | 92.11 | 93.18 | 92.72 | 93.16 | 93.14 | 93.29 | 92.70 | 91.40 | 93.07 | 92.85 | 90.92 | 93.67 | 94.61 | 93.28 | 93.41 | 92.23 |
| 319 | 372 | 48 | 0.10 | 32 | 0.00001 | 48 | 1.000000e-08 | 1.000000e-08 | 93.36 | 90.19 | 92.95 | 91.00 | 93.52 | 90.48 | 92.53 | 91.63 | 91.33 | 93.16 | 92.80 | 92.76 | 91.73 | 90.34 | 91.52 | 91.74 | 92.57 | 92.81 | 92.49 | 91.02 | 92.28 | 93.89 | 93.68 | 92.89 | 91.61 | 92.71 |
| 336 | 372 | 48 | 0.10 | 48 | 0.00001 | 48 | 0.000000e+00 | 0.000000e+00 | 91.96 | 91.18 | 91.26 | 91.88 | 93.94 | 89.76 | 90.66 | 92.48 | 92.88 | 93.39 | 92.40 | 91.24 | 92.82 | 92.49 | 91.71 | 91.80 | 93.07 | 92.55 | 92.69 | 92.60 | 93.10 | 92.82 | 93.55 | 93.80 | 92.53 | 91.60 |
| 337 | 372 | 48 | 0.10 | 48 | 0.00001 | 48 | 0.000000e+00 | 1.000000e-08 | 93.68 | 94.23 | 93.57 | 92.26 | 93.80 | 89.92 | 90.48 | 92.13 | 91.98 | 91.97 | 93.80 | 91.98 | 92.27 | 91.02 | 93.82 | 89.86 | 91.51 | 92.44 | 92.10 | 91.83 | 92.35 | 93.22 | 92.81 | 91.81 | 91.94 | 93.57 |
| 338 | 372 | 48 | 0.10 | 48 | 0.00001 | 48 | 1.000000e-08 | 0.000000e+00 | 92.45 | 91.66 | 92.80 | 91.74 | 91.95 | 91.22 | 92.71 | 93.90 | 91.08 | 90.71 | 94.24 | 93.51 | 92.62 | 91.13 | 93.25 | 93.13 | 91.34 | 91.77 | 91.92 | 92.69 | 92.55 | 93.91 | 94.29 | 93.32 | 91.19 | 91.48 |
| 339 | 372 | 48 | 0.10 | 48 | 0.00001 | 48 | 1.000000e-08 | 1.000000e-08 | 92.12 | 91.85 | 92.43 | 91.30 | 92.73 | 91.15 | 92.49 | 93.45 | 91.05 | 92.03 | 92.11 | 89.74 | 93.30 | 94.33 | 92.76 | 91.56 | 93.01 | 92.39 | 90.41 | 93.27 | 92.98 | 93.87 | 92.98 | 93.34 | 92.53 | 93.09 |
| 356 | 372 | 48 | 0.10 | 64 | 0.00001 | 48 | 0.000000e+00 | 0.000000e+00 | 92.27 | 93.03 | 93.88 | 91.18 | 93.86 | 91.60 | 90.15 | 93.77 | 92.12 | 93.21 | 92.89 | 92.33 | 92.17 | 94.02 | 78.02 | 91.85 | 93.17 | 92.97 | 94.05 | 92.32 | 93.03 | 93.89 | 93.68 | 92.79 | 75.40 | 93.39 |
| 357 | 372 | 48 | 0.10 | 64 | 0.00001 | 48 | 0.000000e+00 | 1.000000e-08 | 91.56 | 91.83 | 91.24 | 94.28 | 90.98 | 91.73 | 93.52 | 89.63 | 91.91 | 91.19 | 90.60 | 90.89 | 94.19 | 93.06 | 92.96 | 90.58 | 93.97 | 91.96 | 92.45 | 91.95 | 92.28 | 91.51 | 93.76 | 92.56 | 94.70 | 93.31 |
| 358 | 372 | 48 | 0.10 | 64 | 0.00001 | 48 | 1.000000e-08 | 0.000000e+00 | 92.89 | 92.36 | 92.66 | 92.92 | 92.52 | 90.55 | 92.39 | 90.23 | 93.31 | 94.07 | 91.68 | 92.28 | 92.13 | 93.02 | 91.84 | 93.20 | 92.53 | 92.88 | 93.25 | 91.02 | 93.26 | 93.98 | 92.88 | 91.51 | 91.73 | 91.35 |
| 359 | 372 | 48 | 0.10 | 64 | 0.00001 | 48 | 1.000000e-08 | 1.000000e-08 | 93.35 | 90.85 | 91.12 | 92.71 | 90.03 | 90.26 | 92.60 | 90.95 | 91.38 | 92.30 | 92.28 | 92.50 | 93.90 | 92.49 | 91.57 | 91.11 | 93.74 | 91.22 | 91.76 | 90.54 | 91.86 | 90.64 | 93.29 | 93.46 | 92.84 | 93.32 |
| 376 | 372 | 48 | 0.01 | 32 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 89.11 | 91.04 | 91.12 | 90.18 | 90.95 | 91.83 | 91.13 | 90.92 | 90.81 | 92.60 | 93.07 | 89.56 | 90.95 | 91.71 | 91.40 | 93.63 | 91.00 | 92.80 | 92.65 | 91.61 | 92.80 | 92.40 | 93.05 | 92.41 | 91.81 | 92.52 |
| 377 | 372 | 48 | 0.01 | 32 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 91.08 | 92.45 | 90.32 | 90.02 | 93.54 | 90.53 | 90.90 | 91.89 | 90.33 | 91.96 | 92.78 | 90.78 | 88.96 | 91.96 | 90.69 | 88.75 | 91.49 | 91.62 | 92.95 | 92.33 | 91.59 | 91.97 | 91.86 | 91.06 | 90.95 | 88.50 |
| 378 | 372 | 48 | 0.01 | 32 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 88.21 | 92.42 | 90.65 | 91.57 | 92.48 | 90.52 | 91.66 | 91.32 | 89.48 | 91.23 | 92.37 | 90.82 | 91.06 | 90.29 | 92.13 | 90.86 | 91.33 | 92.76 | 93.25 | 92.84 | 92.51 | 92.56 | 92.41 | 92.13 | 91.85 | 91.73 |
| 379 | 372 | 48 | 0.01 | 32 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 92.54 | 90.00 | 91.23 | 92.21 | 90.73 | 93.38 | 91.62 | 90.42 | 88.11 | 91.28 | 92.29 | 89.30 | 90.42 | 92.75 | 89.50 | 90.97 | 93.05 | 90.08 | 93.13 | 91.16 | 90.67 | 91.79 | 89.62 | 91.12 | 92.24 | 89.54 |
| 396 | 372 | 48 | 0.01 | 48 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 90.78 | 92.27 | 92.77 | 92.46 | 92.55 | 90.34 | 91.32 | 91.58 | 92.50 | 93.47 | 91.97 | 90.77 | 91.49 | 91.74 | 91.36 | 91.64 | 90.83 | 93.38 | 92.62 | 92.32 | 93.02 | 92.94 | 92.69 | 92.52 | 93.77 | 90.95 |
| 397 | 372 | 48 | 0.01 | 48 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 91.68 | 92.68 | 92.78 | 93.61 | 91.83 | 91.77 | 91.25 | 91.13 | 91.87 | 89.58 | 91.71 | 91.53 | 90.74 | 90.56 | 92.35 | 91.20 | 90.24 | 93.69 | 92.36 | 92.86 | 92.41 | 93.09 | 93.10 | 93.06 | 91.93 | 91.98 |
| 398 | 372 | 48 | 0.01 | 48 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 91.63 | 90.84 | 91.51 | 91.44 | 90.55 | 91.80 | 91.18 | 91.99 | 93.47 | 90.02 | 91.44 | 90.75 | 91.38 | 92.98 | 90.35 | 89.74 | 92.28 | 90.52 | 91.53 | 91.82 | 92.41 | 91.52 | 94.80 | 92.09 | 92.35 | 91.36 |
| 399 | 372 | 48 | 0.01 | 48 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 93.71 | 91.32 | 91.82 | 92.03 | 92.97 | 91.53 | 91.87 | 91.65 | 89.53 | 93.53 | 92.31 | 91.93 | 91.73 | 92.16 | 91.48 | 90.83 | 93.30 | 92.49 | 93.81 | 92.07 | 93.69 | 92.25 | 92.81 | 93.55 | 93.34 | 93.39 |
| 416 | 372 | 48 | 0.01 | 64 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 92.86 | 91.07 | 93.96 | 91.67 | 92.52 | 93.27 | 91.33 | 93.29 | 90.91 | 92.79 | 91.75 | 91.50 | 91.57 | 93.39 | 90.76 | 92.21 | 92.84 | 91.59 | 93.93 | 92.03 | 94.45 | 92.75 | 93.31 | 92.41 | 93.70 | 91.10 |
| 417 | 372 | 48 | 0.01 | 64 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 90.09 | 93.08 | 92.71 | 91.97 | 91.96 | 90.96 | 92.40 | 92.23 | 90.27 | 88.76 | 92.79 | 92.64 | 92.37 | 91.78 | 91.07 | 90.81 | 91.46 | 90.98 | 93.43 | 92.53 | 93.02 | 92.76 | 94.22 | 93.28 | 92.41 | 92.35 |
| 418 | 372 | 48 | 0.01 | 64 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 92.24 | 88.67 | 93.39 | 91.27 | 92.17 | 91.76 | 91.25 | 91.91 | 91.76 | 93.37 | 91.49 | 92.06 | 93.82 | 92.69 | 90.23 | 92.91 | 91.94 | 91.97 | 93.00 | 92.52 | 93.94 | 94.14 | 93.57 | 93.28 | 92.89 | 92.30 |
| 419 | 372 | 48 | 0.01 | 64 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 91.59 | 92.22 | 93.07 | 90.92 | 92.88 | 92.41 | 90.63 | 91.07 | 90.27 | 91.28 | 90.75 | 91.79 | 91.96 | 92.33 | 92.82 | 93.23 | 93.50 | 93.25 | 93.55 | 91.81 | 92.86 | 92.81 | 94.01 | 92.65 | 92.32 | 92.95 |
| 436 | 372 | 48 | 0.01 | 32 | 0.00100 | 36 | 0.000000e+00 | 0.000000e+00 | 90.53 | 91.74 | 91.89 | 89.68 | 92.90 | 91.17 | 91.14 | 92.32 | 92.93 | 92.03 | 90.61 | 92.08 | 90.23 | 91.54 | 91.45 | 91.12 | 91.59 | 93.13 | 91.88 | 91.04 | 93.81 | 90.10 | 94.56 | 90.99 | 91.40 | 90.97 |
| 437 | 372 | 48 | 0.01 | 32 | 0.00100 | 36 | 0.000000e+00 | 1.000000e-08 | 90.35 | 89.34 | 90.75 | 90.39 | 90.92 | 90.87 | 90.19 | 91.45 | 89.22 | 91.05 | 91.92 | 93.45 | 90.36 | 91.60 | 93.40 | 90.20 | 91.20 | 90.76 | 92.28 | 91.29 | 91.48 | 91.22 | 90.30 | 93.27 | 89.77 | 89.13 |
| 438 | 372 | 48 | 0.01 | 32 | 0.00100 | 36 | 1.000000e-08 | 0.000000e+00 | 90.52 | 93.66 | 90.53 | 90.76 | 92.30 | 92.73 | 91.89 | 91.06 | 92.60 | 94.05 | 90.99 | 89.84 | 89.80 | 91.97 | 91.59 | 91.77 | 92.32 | 92.77 | 93.20 | 92.65 | 91.69 | 90.51 | 93.60 | 92.21 | 93.02 | 91.48 |
| 439 | 372 | 48 | 0.01 | 32 | 0.00100 | 36 | 1.000000e-08 | 1.000000e-08 | 88.83 | 90.59 | 91.42 | 90.76 | 91.27 | 92.33 | 91.55 | 91.92 | 91.59 | 91.56 | 91.71 | 91.15 | 90.38 | 92.01 | 89.43 | 92.11 | 92.03 | 92.76 | 93.23 | 92.09 | 91.84 | 91.78 | 92.12 | 90.21 | 92.27 | 91.85 |
| 456 | 372 | 48 | 0.01 | 48 | 0.00100 | 36 | 0.000000e+00 | 0.000000e+00 | 88.84 | 92.27 | 92.92 | 92.16 | 92.59 | 90.59 | 93.01 | 90.12 | 93.21 | 91.67 | 93.06 | 92.61 | 90.43 | 91.62 | 90.85 | 92.13 | 92.27 | 92.68 | 92.46 | 92.17 | 92.14 | 91.60 | 94.19 | 92.68 | 93.20 | 92.05 |
| 457 | 372 | 48 | 0.01 | 48 | 0.00100 | 36 | 0.000000e+00 | 1.000000e-08 | 92.26 | 93.92 | 91.51 | 90.86 | 91.46 | 89.02 | 91.82 | 92.27 | 89.22 | 91.63 | 93.07 | 91.98 | 91.02 | 90.72 | 90.35 | 91.15 | 92.33 | 92.06 | 93.13 | 90.43 | 93.32 | 91.82 | 94.70 | 91.63 | 91.44 | 90.18 |
| 458 | 372 | 48 | 0.01 | 48 | 0.00100 | 36 | 1.000000e-08 | 0.000000e+00 | 92.73 | 91.45 | 92.50 | 90.84 | 92.49 | 90.38 | 93.66 | 91.11 | 91.68 | 92.19 | 92.61 | 91.34 | 92.96 | 91.77 | 91.23 | 92.70 | 94.52 | 91.49 | 93.28 | 91.99 | 92.13 | 92.63 | 93.32 | 93.79 | 92.12 | 90.80 |
| 459 | 372 | 48 | 0.01 | 48 | 0.00100 | 36 | 1.000000e-08 | 1.000000e-08 | 90.52 | 92.60 | 93.34 | 91.82 | 92.11 | 90.38 | 91.20 | 94.88 | 90.11 | 91.39 | 92.88 | 91.16 | 90.93 | 93.11 | 91.93 | 92.33 | 93.51 | 90.69 | 90.73 | 92.61 | 91.14 | 92.38 | 93.88 | 92.13 | 92.19 | 92.17 |
| 476 | 372 | 48 | 0.01 | 64 | 0.00100 | 36 | 0.000000e+00 | 0.000000e+00 | 89.63 | 91.22 | 93.50 | 91.51 | 93.29 | 92.46 | 91.45 | 90.85 | 90.66 | 92.03 | 93.04 | 91.84 | 92.50 | 91.20 | 90.44 | 92.67 | 91.54 | 92.34 | 93.33 | 90.98 | 92.15 | 91.12 | 93.30 | 92.87 | 91.87 | 92.86 |
| 477 | 372 | 48 | 0.01 | 64 | 0.00100 | 36 | 0.000000e+00 | 1.000000e-08 | 90.24 | 92.67 | 92.27 | 92.16 | 92.73 | 91.01 | 91.49 | 90.30 | 91.13 | 91.38 | 92.43 | 90.31 | 90.80 | 92.38 | 92.54 | 92.20 | 93.05 | 91.61 | 93.57 | 91.39 | 93.20 | 93.51 | 94.27 | 93.02 | 93.54 | 92.16 |
| 478 | 372 | 48 | 0.01 | 64 | 0.00100 | 36 | 1.000000e-08 | 0.000000e+00 | 91.52 | 91.45 | 93.03 | 90.65 | 91.32 | 92.54 | 92.93 | 93.89 | 92.27 | 92.60 | 92.17 | 89.17 | 92.75 | 90.96 | 92.51 | 92.81 | 92.78 | 95.03 | 91.50 | 91.41 | 92.84 | 92.07 | 93.86 | 92.49 | 93.63 | 90.61 |
| 479 | 372 | 48 | 0.01 | 64 | 0.00100 | 36 | 1.000000e-08 | 1.000000e-08 | 92.25 | 93.30 | 92.53 | 92.83 | 92.73 | 90.98 | 88.99 | 92.18 | 93.00 | 93.64 | 89.25 | 92.06 | 92.12 | 92.39 | 93.39 | 91.98 | 94.05 | 92.77 | 92.81 | 92.47 | 92.42 | 94.04 | 90.59 | 92.24 | 92.41 | 93.37 |
| 496 | 372 | 48 | 0.01 | 32 | 0.00100 | 48 | 0.000000e+00 | 0.000000e+00 | 92.67 | 91.52 | 92.38 | 91.19 | 90.57 | 90.93 | 89.79 | 89.96 | 90.53 | 89.54 | 90.95 | 89.42 | 90.81 | 93.70 | 90.08 | 89.36 | 94.52 | 90.68 | 92.11 | 90.94 | 91.03 | 91.03 | 91.12 | 92.00 | 90.32 | 88.80 |
| 497 | 372 | 48 | 0.01 | 32 | 0.00100 | 48 | 0.000000e+00 | 1.000000e-08 | 90.30 | 89.48 | 89.76 | 90.57 | 93.32 | 88.84 | 88.50 | 92.05 | 90.57 | 91.16 | 90.51 | 91.38 | 90.75 | 92.48 | 91.29 | 89.61 | 92.61 | 89.71 | 91.87 | 90.19 | 91.60 | 91.37 | 91.91 | 92.33 | 87.93 | 92.15 |
| 498 | 372 | 48 | 0.01 | 32 | 0.00100 | 48 | 1.000000e-08 | 0.000000e+00 | 89.76 | 92.43 | 89.07 | 88.90 | 90.25 | 88.83 | 91.49 | 89.67 | 90.91 | 91.79 | 93.38 | 89.83 | 90.01 | 90.75 | 91.72 | 89.54 | 91.87 | 91.50 | 91.98 | 90.32 | 91.37 | 91.37 | 91.88 | 91.75 | 93.78 | 90.60 |
| 499 | 372 | 48 | 0.01 | 32 | 0.00100 | 48 | 1.000000e-08 | 1.000000e-08 | 90.09 | 92.54 | 91.64 | 91.12 | 90.48 | 92.20 | 92.00 | 90.49 | 90.94 | 90.24 | 91.05 | 89.32 | 91.24 | 91.35 | 92.36 | 91.60 | 92.48 | 90.62 | 91.51 | 91.13 | 92.02 | 91.84 | 90.99 | 91.33 | 90.58 | 89.70 |
| 516 | 372 | 48 | 0.01 | 48 | 0.00100 | 48 | 0.000000e+00 | 0.000000e+00 | 91.19 | 91.90 | 89.68 | 89.80 | 91.79 | 91.71 | 92.35 | 91.61 | 91.40 | 91.04 | 92.32 | 92.56 | 92.56 | 89.44 | 92.84 | 91.65 | 90.85 | 91.57 | 90.34 | 90.21 | 93.21 | 90.99 | 93.46 | 91.39 | 90.51 | 92.55 |
| 517 | 372 | 48 | 0.01 | 48 | 0.00100 | 48 | 0.000000e+00 | 1.000000e-08 | 92.56 | 92.65 | 91.55 | 92.62 | 92.31 | 91.26 | 91.92 | 92.62 | 91.33 | 90.50 | 90.75 | 92.24 | 90.36 | 90.32 | 89.83 | 92.55 | 92.01 | 93.07 | 93.11 | 91.38 | 94.20 | 93.33 | 93.39 | 93.52 | 91.16 | 91.72 |
| 518 | 372 | 48 | 0.01 | 48 | 0.00100 | 48 | 1.000000e-08 | 0.000000e+00 | 91.04 | 92.07 | 88.09 | 91.65 | 90.37 | 92.41 | 91.29 | 91.73 | 90.80 | 90.15 | 89.98 | 91.15 | 89.23 | 92.27 | 90.03 | 93.80 | 92.09 | 93.10 | 93.88 | 90.79 | 92.84 | 92.55 | 91.95 | 92.42 | 92.17 | 92.20 |
| 519 | 372 | 48 | 0.01 | 48 | 0.00100 | 48 | 1.000000e-08 | 1.000000e-08 | 89.52 | 92.89 | 92.49 | 91.07 | 95.39 | 90.85 | 93.46 | 91.54 | 91.82 | 92.21 | 92.39 | 90.56 | 92.62 | 90.76 | 91.68 | 91.60 | 91.61 | 88.81 | 92.06 | 91.71 | 93.45 | 92.65 | 92.18 | 92.71 | 92.14 | 90.88 |
| 536 | 372 | 48 | 0.01 | 64 | 0.00100 | 48 | 0.000000e+00 | 0.000000e+00 | 91.96 | 93.25 | 93.57 | 92.12 | 92.66 | 90.11 | 93.35 | 91.56 | 93.31 | 91.28 | 91.53 | 91.29 | 91.05 | 92.02 | 92.65 | 90.73 | 92.90 | 92.64 | 92.58 | 91.65 | 93.54 | 92.15 | 93.78 | 91.02 | 91.84 | 90.70 |
| 537 | 372 | 48 | 0.01 | 64 | 0.00100 | 48 | 0.000000e+00 | 1.000000e-08 | 93.29 | 90.58 | 92.85 | 90.89 | 90.62 | 92.75 | 94.23 | 92.63 | 91.99 | 90.60 | 93.02 | 90.35 | 91.29 | 92.65 | 90.86 | 91.43 | 92.57 | 92.60 | 93.52 | 91.88 | 92.00 | 92.60 | 92.61 | 92.72 | 93.22 | 93.00 |
| 538 | 372 | 48 | 0.01 | 64 | 0.00100 | 48 | 1.000000e-08 | 0.000000e+00 | 93.05 | 92.92 | 92.89 | 93.80 | 92.05 | 93.18 | 92.90 | 91.76 | 90.90 | 92.89 | 92.77 | 91.76 | 92.30 | 91.46 | 91.84 | 93.11 | 93.95 | 93.22 | 92.73 | 90.99 | 92.54 | 92.19 | 94.48 | 92.57 | 93.00 | 92.70 |
| 539 | 372 | 48 | 0.01 | 64 | 0.00100 | 48 | 1.000000e-08 | 1.000000e-08 | 89.00 | 91.21 | 93.09 | 89.75 | 91.13 | 93.00 | 92.61 | 92.46 | 92.31 | 91.30 | 92.34 | 91.43 | 91.46 | 91.95 | 92.28 | 92.23 | 91.68 | 91.02 | 91.63 | 92.50 | 91.90 | 92.89 | 92.70 | 90.33 | 91.79 | 92.73 |
| 556 | 372 | 48 | 0.01 | 32 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 89.20 | 91.70 | 91.28 | 90.28 | 92.09 | 91.78 | 93.90 | 91.53 | 90.40 | 91.35 | 90.60 | 89.57 | 91.03 | 91.40 | 91.38 | 91.77 | 91.10 | 91.95 | 89.03 | 91.83 | 91.73 | 91.18 | 91.10 | 92.96 | 92.49 | 92.70 |
| 557 | 372 | 48 | 0.01 | 32 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 93.02 | 90.59 | 90.01 | 90.82 | 90.20 | 91.18 | 90.62 | 89.05 | 91.81 | 91.28 | 91.84 | 92.33 | 91.54 | 90.82 | 92.56 | 91.12 | 90.53 | 92.58 | 92.99 | 89.63 | 93.15 | 93.58 | 92.37 | 91.99 | 90.73 | 91.22 |
| 558 | 372 | 48 | 0.01 | 32 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 91.09 | 90.59 | 91.71 | 90.86 | 91.72 | 91.85 | 89.61 | 91.40 | 91.69 | 89.81 | 90.65 | 88.79 | 91.55 | 89.63 | 90.63 | 91.08 | 93.27 | 89.76 | 92.93 | 91.36 | 91.71 | 92.04 | 91.74 | 93.28 | 90.54 | 89.57 |
| 559 | 372 | 48 | 0.01 | 32 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 92.15 | 92.25 | 91.25 | 91.52 | 91.79 | 92.42 | 90.21 | 89.65 | 92.76 | 90.83 | 90.99 | 89.84 | 91.20 | 90.98 | 88.83 | 92.17 | 91.95 | 91.69 | 93.81 | 92.14 | 93.35 | 90.83 | 92.05 | 92.46 | 90.71 | 89.03 |
| 576 | 372 | 48 | 0.01 | 48 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 91.30 | 92.06 | 94.46 | 91.12 | 92.30 | 91.76 | 91.24 | 89.95 | 91.61 | 92.15 | 90.06 | 90.02 | 91.93 | 92.42 | 89.60 | 91.32 | 91.55 | 91.29 | 93.63 | 92.30 | 91.77 | 92.04 | 91.66 | 92.07 | 92.16 | 92.52 |
| 577 | 372 | 48 | 0.01 | 48 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 91.73 | 88.41 | 91.46 | 90.65 | 90.59 | 91.43 | 92.59 | 92.05 | 90.97 | 90.99 | 92.64 | 91.47 | 91.29 | 92.14 | 93.33 | 91.59 | 92.38 | 92.11 | 93.53 | 91.71 | 92.47 | 92.38 | 94.36 | 92.28 | 91.61 | 90.97 |
| 578 | 372 | 48 | 0.01 | 48 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 89.80 | 91.48 | 90.43 | 92.83 | 91.48 | 90.48 | 90.04 | 92.33 | 91.73 | 92.71 | 94.27 | 90.25 | 90.76 | 91.91 | 91.29 | 91.68 | 92.51 | 91.78 | 92.88 | 90.99 | 93.81 | 92.93 | 93.16 | 92.73 | 93.28 | 93.27 |
| 579 | 372 | 48 | 0.01 | 48 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 90.58 | 92.02 | 92.36 | 91.26 | 91.85 | 90.84 | 89.55 | 91.52 | 92.51 | 92.60 | 91.66 | 88.42 | 91.36 | 88.93 | 91.81 | 91.18 | 92.04 | 92.02 | 92.46 | 92.37 | 93.08 | 93.75 | 93.92 | 92.71 | 93.76 | 91.81 |
| 596 | 372 | 48 | 0.01 | 64 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 92.50 | 92.11 | 91.99 | 91.95 | 92.32 | 91.70 | 91.26 | 92.28 | 91.78 | 92.73 | 92.32 | 91.10 | 91.48 | 92.19 | 92.28 | 91.81 | 91.25 | 91.30 | 93.46 | 92.15 | 90.52 | 92.38 | 94.76 | 92.52 | 92.38 | 92.60 |
| 597 | 372 | 48 | 0.01 | 64 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 90.50 | 90.64 | 92.45 | 90.97 | 91.02 | 91.71 | 91.77 | 91.90 | 90.75 | 92.74 | 93.54 | 90.92 | 91.85 | 92.20 | 91.91 | 92.64 | 93.62 | 92.04 | 93.70 | 90.50 | 92.14 | 93.74 | 90.85 | 92.13 | 92.50 | 93.77 |
| 598 | 372 | 48 | 0.01 | 64 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 93.61 | 91.53 | 92.48 | 93.07 | 91.30 | 92.65 | 92.43 | 92.30 | 92.40 | 89.90 | 93.79 | 90.34 | 92.69 | 93.44 | 90.57 | 92.18 | 92.66 | 93.61 | 92.24 | 90.95 | 92.11 | 91.99 | 93.50 | 92.23 | 93.52 | 92.93 |
| 599 | 372 | 48 | 0.01 | 64 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 92.53 | 92.11 | 90.73 | 94.32 | 92.02 | 91.84 | 92.81 | 90.75 | 91.55 | 92.62 | 93.54 | 91.79 | 91.40 | 92.30 | 93.82 | 92.47 | 90.79 | 92.33 | 91.90 | 92.71 | 92.96 | 93.54 | 93.22 | 92.27 | 94.09 | 92.17 |
| 616 | 372 | 48 | 0.01 | 32 | 0.00001 | 36 | 0.000000e+00 | 0.000000e+00 | 89.88 | 92.13 | 90.82 | 91.30 | 90.54 | 92.16 | 90.65 | 91.22 | 88.97 | 92.61 | 91.28 | 91.11 | 91.59 | 91.83 | 91.49 | 91.18 | 91.26 | 90.91 | 91.74 | 91.60 | 92.36 | 91.06 | 92.57 | 92.30 | 89.91 | 91.03 |
| 617 | 372 | 48 | 0.01 | 32 | 0.00001 | 36 | 0.000000e+00 | 1.000000e-08 | 92.91 | 90.99 | 94.19 | 90.11 | 88.98 | 88.94 | 91.13 | 92.36 | 91.84 | 90.22 | 92.54 | 90.29 | 91.64 | 92.98 | 90.79 | 90.14 | 90.77 | 91.41 | 91.45 | 92.09 | 92.07 | 91.82 | 90.08 | 91.80 | 91.31 | 89.61 |
| 618 | 372 | 48 | 0.01 | 32 | 0.00001 | 36 | 1.000000e-08 | 0.000000e+00 | 90.29 | 91.51 | 90.58 | 92.03 | 90.09 | 90.70 | 91.39 | 90.43 | 91.10 | 92.03 | 91.25 | 90.19 | 90.96 | 91.89 | 91.77 | 91.62 | 92.56 | 93.07 | 91.81 | 90.26 | 94.25 | 91.62 | 94.51 | 91.28 | 92.81 | 92.14 |
| 619 | 372 | 48 | 0.01 | 32 | 0.00001 | 36 | 1.000000e-08 | 1.000000e-08 | 89.06 | 92.48 | 92.35 | 92.24 | 90.48 | 93.12 | 90.18 | 93.80 | 92.49 | 93.22 | 92.77 | 89.66 | 92.78 | 92.47 | 90.55 | 92.29 | 92.84 | 91.43 | 93.26 | 87.96 | 91.73 | 91.82 | 93.21 | 92.06 | 91.53 | 90.69 |
| 636 | 372 | 48 | 0.01 | 48 | 0.00001 | 36 | 0.000000e+00 | 0.000000e+00 | 91.62 | 92.48 | 90.50 | 91.67 | 90.54 | 92.38 | 92.99 | 91.39 | 92.23 | 91.48 | 91.41 | 89.81 | 91.11 | 92.21 | 91.32 | 91.47 | 93.17 | 91.68 | 92.33 | 92.80 | 93.66 | 92.19 | 91.58 | 92.23 | 92.11 | 90.53 |
| 637 | 372 | 48 | 0.01 | 48 | 0.00001 | 36 | 0.000000e+00 | 1.000000e-08 | 90.74 | 90.56 | 90.65 | 91.91 | 91.92 | 90.65 | 90.52 | 91.68 | 91.80 | 91.37 | 91.29 | 91.14 | 92.37 | 91.39 | 91.53 | 91.27 | 91.88 | 91.38 | 93.16 | 93.44 | 93.62 | 91.92 | 93.02 | 93.04 | 93.55 | 91.85 |
| 638 | 372 | 48 | 0.01 | 48 | 0.00001 | 36 | 1.000000e-08 | 0.000000e+00 | 90.09 | 92.70 | 91.34 | 92.30 | 91.79 | 91.71 | 91.32 | 90.89 | 91.63 | 92.62 | 91.05 | 90.32 | 92.31 | 92.46 | 90.48 | 91.83 | 91.35 | 92.39 | 92.29 | 91.10 | 92.23 | 92.08 | 93.45 | 91.80 | 90.78 | 93.06 |
| 639 | 372 | 48 | 0.01 | 48 | 0.00001 | 36 | 1.000000e-08 | 1.000000e-08 | 91.36 | 93.57 | 91.31 | 90.55 | 90.38 | 92.77 | 91.74 | 90.77 | 90.69 | 90.93 | 91.93 | 93.85 | 93.72 | 91.46 | 92.10 | 91.05 | 93.57 | 92.93 | 91.53 | 90.09 | 92.71 | 92.38 | 92.94 | 93.23 | 92.44 | 90.19 |
| 656 | 372 | 48 | 0.01 | 64 | 0.00001 | 36 | 0.000000e+00 | 0.000000e+00 | 92.82 | 92.19 | 92.39 | 92.80 | 92.30 | 91.25 | 92.34 | 94.33 | 92.12 | 92.11 | 90.11 | 89.67 | 89.70 | 93.15 | 91.39 | 91.14 | 92.74 | 91.80 | 93.07 | 93.05 | 93.44 | 93.46 | 92.96 | 92.51 | 94.85 | 91.60 |
| 657 | 372 | 48 | 0.01 | 64 | 0.00001 | 36 | 0.000000e+00 | 1.000000e-08 | 94.15 | 93.69 | 91.90 | 91.28 | 91.63 | 93.00 | 91.30 | 92.20 | 91.06 | 91.72 | 92.21 | 92.53 | 93.29 | 92.27 | 92.35 | 92.81 | 91.53 | 92.68 | 93.03 | 91.47 | 92.23 | 93.69 | 93.98 | 92.86 | 93.87 | 92.32 |
| 658 | 372 | 48 | 0.01 | 64 | 0.00001 | 36 | 1.000000e-08 | 0.000000e+00 | 93.84 | 93.26 | 92.88 | 90.22 | 91.49 | 92.27 | 91.99 | 91.87 | 91.50 | 92.60 | 94.00 | 89.30 | 93.86 | 91.97 | 93.42 | 93.75 | 91.06 | 92.65 | 93.19 | 91.64 | 92.94 | 91.32 | 94.11 | 93.41 | 90.60 | 92.37 |
| 659 | 372 | 48 | 0.01 | 64 | 0.00001 | 36 | 1.000000e-08 | 1.000000e-08 | 92.19 | 93.68 | 92.84 | 91.89 | 92.88 | 93.33 | 90.96 | 91.55 | 91.33 | 91.38 | 93.21 | 91.57 | 92.30 | 91.21 | 91.11 | 91.93 | 92.86 | 92.69 | 91.62 | 90.61 | 91.51 | 93.07 | 92.35 | 94.04 | 92.42 | 91.36 |
| 676 | 372 | 48 | 0.01 | 32 | 0.00001 | 48 | 0.000000e+00 | 0.000000e+00 | 92.49 | 90.59 | 90.88 | 89.41 | 88.91 | 90.47 | 92.12 | 90.52 | 91.39 | 89.55 | 90.91 | 91.15 | 90.47 | 90.25 | 90.08 | 90.20 | 91.60 | 91.59 | 90.82 | 90.44 | 91.58 | 91.49 | 91.89 | 91.45 | 92.81 | 89.83 |
| 677 | 372 | 48 | 0.01 | 32 | 0.00001 | 48 | 0.000000e+00 | 1.000000e-08 | 91.78 | 93.32 | 91.99 | 92.68 | 92.09 | 90.58 | 93.35 | 89.86 | 92.29 | 92.56 | 91.98 | 91.00 | 90.80 | 89.83 | 89.11 | 91.36 | 92.67 | 92.03 | 92.00 | 88.44 | 92.11 | 92.03 | 90.14 | 90.02 | 90.80 | 92.22 |
| 678 | 372 | 48 | 0.01 | 32 | 0.00001 | 48 | 1.000000e-08 | 0.000000e+00 | 90.07 | 91.14 | 91.40 | 90.64 | 91.26 | 88.21 | 91.25 | 90.84 | 91.57 | 91.84 | 91.79 | 89.78 | 90.97 | 93.82 | 91.71 | 89.48 | 92.10 | 91.73 | 91.27 | 90.76 | 91.80 | 91.09 | 89.73 | 93.50 | 91.80 | 91.05 |
| 679 | 372 | 48 | 0.01 | 32 | 0.00001 | 48 | 1.000000e-08 | 1.000000e-08 | 91.56 | 90.77 | 92.34 | 91.19 | 90.73 | 91.20 | 92.67 | 91.16 | 92.49 | 89.86 | 89.98 | 90.00 | 90.63 | 90.94 | 90.38 | 92.37 | 91.99 | 90.80 | 93.87 | 91.92 | 92.43 | 90.89 | 92.21 | 92.01 | 90.03 | 91.77 |
| 696 | 372 | 48 | 0.01 | 48 | 0.00001 | 48 | 0.000000e+00 | 0.000000e+00 | 93.16 | 92.46 | 92.88 | 92.45 | 93.03 | 91.74 | 90.46 | 92.47 | 90.56 | 91.29 | 92.18 | 91.49 | 90.70 | 93.21 | 91.76 | 91.91 | 92.24 | 91.31 | 92.19 | 91.62 | 92.41 | 93.16 | 92.03 | 91.16 | 91.92 | 92.16 |
| 697 | 372 | 48 | 0.01 | 48 | 0.00001 | 48 | 0.000000e+00 | 1.000000e-08 | 92.14 | 91.48 | 94.18 | 92.79 | 90.59 | 90.53 | 90.06 | 93.38 | 92.80 | 90.78 | 92.07 | 90.93 | 91.55 | 93.58 | 90.54 | 92.25 | 92.19 | 92.32 | 92.67 | 90.87 | 93.76 | 92.60 | 92.77 | 92.02 | 91.83 | 91.10 |
| 698 | 372 | 48 | 0.01 | 48 | 0.00001 | 48 | 1.000000e-08 | 0.000000e+00 | 91.33 | 92.98 | 91.79 | 93.68 | 92.89 | 90.21 | 91.57 | 90.92 | 90.79 | 91.94 | 91.86 | 92.03 | 91.33 | 92.11 | 91.77 | 91.71 | 92.96 | 94.72 | 91.37 | 91.78 | 92.99 | 90.86 | 93.52 | 91.12 | 90.90 | 92.31 |
| 699 | 372 | 48 | 0.01 | 48 | 0.00001 | 48 | 1.000000e-08 | 1.000000e-08 | 90.31 | 89.94 | 94.66 | 91.73 | 89.92 | 90.53 | 90.87 | 91.12 | 93.33 | 90.84 | 91.95 | 90.66 | 91.89 | 92.05 | 92.73 | 91.23 | 91.16 | 91.49 | 92.00 | 91.46 | 91.41 | 92.31 | 92.62 | 91.51 | 91.99 | 91.49 |
| 716 | 372 | 48 | 0.01 | 64 | 0.00001 | 48 | 0.000000e+00 | 0.000000e+00 | 92.96 | 92.72 | 91.17 | 89.73 | 93.65 | 90.70 | 90.49 | 92.25 | 92.79 | 91.75 | 93.65 | 92.09 | 92.67 | 91.15 | 92.00 | 90.41 | 91.22 | 93.43 | 91.33 | 90.59 | 93.01 | 93.36 | 94.39 | 91.79 | 91.40 | 91.60 |
| 717 | 372 | 48 | 0.01 | 64 | 0.00001 | 48 | 0.000000e+00 | 1.000000e-08 | 94.15 | 92.22 | 89.03 | 93.33 | 91.41 | 93.85 | 89.81 | 91.88 | 92.13 | 92.04 | 91.75 | 89.83 | 92.40 | 92.72 | 92.51 | 92.19 | 93.57 | 93.73 | 90.48 | 92.13 | 93.48 | 91.19 | 92.72 | 91.93 | 91.82 | 93.00 |
| 718 | 372 | 48 | 0.01 | 64 | 0.00001 | 48 | 1.000000e-08 | 0.000000e+00 | 93.61 | 92.24 | 94.61 | 93.01 | 94.78 | 91.16 | 94.37 | 91.81 | 91.55 | 91.60 | 91.28 | 91.51 | 91.28 | 92.26 | 91.40 | 92.08 | 93.18 | 94.16 | 93.94 | 91.25 | 92.44 | 92.71 | 92.01 | 92.95 | 93.27 | 93.37 |
| 719 | 372 | 48 | 0.01 | 64 | 0.00001 | 48 | 1.000000e-08 | 1.000000e-08 | 92.26 | 91.81 | 90.92 | 90.37 | 92.35 | 92.81 | 91.92 | 91.74 | 92.48 | 91.35 | 90.52 | 91.83 | 88.50 | 92.29 | 89.68 | 91.11 | 92.43 | 91.33 | 92.56 | 92.73 | 92.40 | 92.96 | 94.81 | 92.61 | 92.29 | 91.05 |
The global mean maximum row:
| mAP_valid_abs_values | mAP_valid_abs_values_2 | mAP_valid_abs_values_3 | mAP_valid_abs_values_4 | mAP_valid_abs_values_5 | mAP_valid_abs_values_6 | mAP_valid_abs_values_7 | mAP_valid_abs_values_8 | mAP_valid_abs_values_9 | mAP_valid_abs_values_10 | mAP_valid_abs_values_11 | mAP_valid_abs_values_12 | mAP_valid_abs_values_13 | mAP_valid_abs_values_14 | mAP_valid_abs_values_15 | mAP_valid_abs_values_16 | mAP_valid_abs_values_17 | mAP_valid_abs_values_18 | mAP_valid_abs_values_19 | mAP_valid_abs_values_20 | mAP_valid_abs_values_21 | mAP_valid_abs_values_22 | mAP_valid_abs_values_23 | mAP_valid_abs_values_24 | mAP_valid_abs_values_25 | mAP_valid_abs_values_26 | average_map | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 599 | 89.30 | 90.56 | 89.13 | 89.71 | 90.15 | 90.53 | 89.77 | 90.03 | 89.53 | 89.12 | 91.33 | 90.99 | 90.15 | 90.22 | 89.40 | 89.60 | 89.76 | 90.61 | 90.34 | 90.60 | 90.72 | 90.13 | 89.33 | 90.30 | 90.25 | 90.32 | 90.072308 |
| 578 | 89.95 | 88.88 | 89.88 | 89.84 | 89.99 | 90.59 | 89.33 | 90.72 | 90.40 | 88.36 | 90.80 | 90.52 | 89.79 | 90.81 | 89.11 | 91.56 | 88.86 | 90.57 | 90.98 | 91.47 | 89.07 | 91.09 | 88.54 | 89.76 | 89.10 | 91.35 | 90.050769 |
| 398 | 90.18 | 90.68 | 87.89 | 90.38 | 89.97 | 91.06 | 90.52 | 89.50 | 89.26 | 88.57 | 90.14 | 90.67 | 90.71 | 90.26 | 90.09 | 90.17 | 88.85 | 90.46 | 90.94 | 89.59 | 90.34 | 90.69 | 90.24 | 89.18 | 90.58 | 90.35 | 90.048846 |
| 459 | 89.16 | 89.72 | 90.98 | 90.71 | 88.80 | 90.41 | 90.62 | 90.11 | 88.38 | 88.94 | 91.38 | 89.66 | 91.62 | 88.88 | 90.69 | 90.29 | 89.30 | 89.23 | 90.33 | 90.07 | 89.00 | 90.86 | 89.51 | 90.25 | 90.68 | 90.75 | 90.012692 |
| 658 | 88.81 | 91.44 | 89.74 | 89.21 | 89.00 | 89.06 | 89.64 | 90.57 | 89.43 | 89.14 | 90.94 | 89.70 | 90.38 | 90.08 | 90.46 | 90.59 | 90.21 | 90.90 | 89.45 | 90.54 | 91.84 | 88.40 | 90.30 | 90.35 | 87.74 | 91.18 | 89.965385 |
| 579 | 89.41 | 90.13 | 91.36 | 89.03 | 89.38 | 90.20 | 90.01 | 89.66 | 90.17 | 90.16 | 90.08 | 89.17 | 89.84 | 87.51 | 88.29 | 89.91 | 90.95 | 91.34 | 89.37 | 90.29 | 91.52 | 89.53 | 89.89 | 89.99 | 91.35 | 90.29 | 89.955000 |
| 438 | 88.96 | 90.54 | 88.74 | 90.12 | 90.76 | 90.14 | 90.29 | 89.78 | 89.01 | 90.34 | 90.91 | 91.52 | 89.40 | 91.16 | 89.55 | 90.18 | 89.40 | 90.51 | 89.20 | 90.77 | 87.77 | 90.47 | 90.16 | 89.87 | 90.87 | 88.27 | 89.949615 |
| 396 | 90.43 | 89.34 | 89.68 | 90.42 | 89.78 | 90.09 | 90.90 | 88.91 | 90.15 | 89.62 | 89.42 | 90.23 | 90.72 | 89.55 | 87.75 | 90.16 | 90.01 | 90.29 | 90.29 | 90.23 | 90.20 | 91.42 | 87.84 | 89.32 | 90.33 | 91.35 | 89.939615 |
| 559 | 89.96 | 90.77 | 90.23 | 90.32 | 88.92 | 90.59 | 89.82 | 88.99 | 91.56 | 89.13 | 90.11 | 90.81 | 90.73 | 90.14 | 88.58 | 90.18 | 89.11 | 90.35 | 90.57 | 90.85 | 89.58 | 89.90 | 88.90 | 89.52 | 89.22 | 89.59 | 89.939615 |
| 577 | 89.60 | 89.12 | 89.45 | 88.94 | 90.84 | 89.84 | 90.08 | 90.43 | 89.00 | 89.87 | 90.20 | 90.35 | 90.58 | 91.36 | 89.10 | 91.00 | 89.69 | 89.84 | 90.72 | 90.48 | 89.34 | 89.38 | 89.63 | 90.61 | 88.41 | 90.34 | 89.930769 |
Model performance on validation data (Mann-Whitney U Test)
Statistical Significance:
Using the global mean maximum row as the reference, we perform the right-tailed t-test to identify significant hyperparameters.
Code
pvalues_mw = []
pvalues_real_mw = []
for _,index in enumerate(dt_valid_sub.index):
_, p_value_mw = stats.mannwhitneyu(max_row[:-1], dt_valid_sub.loc[index][:-1], alternative='greater')#, method = 'asymptotic')
pvalues_real_mw.append(p_value_mw)
pvalues_mw.append((p_value_mw >= 0.05)*1)
dt_valid_sub_mw['pvalues_mw'] = pvalues_real_mw
dt_valid_sub_mw['sig_mw'] = pvalues_mw
dt_valid_sub_mw1 = dt_valid_sub_mw.query('sig_mw == 1')
max_indexx = dt_valid_sub_mw1.iloc[:, :-3].mean().idxmax()
#print(sum(pvalues),max_indexx)| input_size | output_size | learning_rate | batch_size | alpha | margin | l1_reg | l2_reg | mAP_valid_abs_values | mAP_valid_abs_values_2 | mAP_valid_abs_values_3 | mAP_valid_abs_values_4 | mAP_valid_abs_values_5 | mAP_valid_abs_values_6 | mAP_valid_abs_values_7 | mAP_valid_abs_values_8 | mAP_valid_abs_values_9 | mAP_valid_abs_values_10 | mAP_valid_abs_values_11 | mAP_valid_abs_values_12 | mAP_valid_abs_values_13 | mAP_valid_abs_values_14 | mAP_valid_abs_values_15 | mAP_valid_abs_values_16 | mAP_valid_abs_values_17 | mAP_valid_abs_values_18 | mAP_valid_abs_values_19 | mAP_valid_abs_values_20 | mAP_valid_abs_values_21 | mAP_valid_abs_values_22 | mAP_valid_abs_values_23 | mAP_valid_abs_values_24 | mAP_valid_abs_values_25 | mAP_valid_abs_values_26 | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 556 | 372 | 48 | 0.01 | 32 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 89.01 | 90.31 | 88.43 | 89.38 | 89.31 | 91.60 | 90.89 | 89.11 | 88.88 | 91.04 | 89.69 | 89.04 | 90.70 | 88.71 | 89.27 | 90.42 | 89.88 | 90.28 | 89.14 | 90.05 | 89.55 | 90.64 | 90.16 | 89.29 | 90.50 | 90.07 |
| 557 | 372 | 48 | 0.01 | 32 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 90.41 | 89.28 | 89.66 | 89.80 | 89.73 | 90.01 | 88.53 | 89.54 | 89.99 | 89.56 | 90.96 | 90.51 | 90.28 | 89.91 | 89.57 | 89.14 | 88.90 | 90.28 | 91.32 | 89.86 | 89.77 | 90.72 | 90.41 | 89.24 | 89.94 | 90.39 |
| 558 | 372 | 48 | 0.01 | 32 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 88.31 | 89.54 | 89.46 | 90.68 | 90.59 | 90.75 | 90.12 | 89.24 | 90.65 | 88.14 | 90.60 | 90.92 | 89.95 | 89.72 | 90.99 | 90.18 | 89.91 | 89.39 | 90.97 | 90.64 | 90.53 | 90.60 | 88.26 | 89.90 | 88.99 | 88.30 |
| 559 | 372 | 48 | 0.01 | 32 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 89.96 | 90.77 | 90.23 | 90.32 | 88.92 | 90.59 | 89.82 | 88.99 | 91.56 | 89.13 | 90.11 | 90.81 | 90.73 | 90.14 | 88.58 | 90.18 | 89.11 | 90.35 | 90.57 | 90.85 | 89.58 | 89.90 | 88.90 | 89.52 | 89.22 | 89.59 |
| 618 | 372 | 48 | 0.01 | 32 | 0.00001 | 36 | 1.000000e-08 | 0.000000e+00 | 89.17 | 91.00 | 90.45 | 89.74 | 88.22 | 89.91 | 90.09 | 89.92 | 90.16 | 89.67 | 90.82 | 91.91 | 90.22 | 89.36 | 89.97 | 90.64 | 89.36 | 89.47 | 90.72 | 90.34 | 89.24 | 88.77 | 89.66 | 89.04 | 89.04 | 88.02 |
| 619 | 372 | 48 | 0.01 | 32 | 0.00001 | 36 | 1.000000e-08 | 1.000000e-08 | 89.58 | 89.75 | 89.99 | 89.98 | 89.69 | 90.35 | 88.07 | 90.53 | 90.16 | 91.20 | 90.63 | 90.52 | 91.14 | 89.26 | 89.53 | 89.76 | 89.48 | 90.73 | 90.47 | 89.90 | 89.61 | 89.23 | 90.65 | 88.32 | 87.96 | 88.31 |
| 676 | 372 | 48 | 0.01 | 32 | 0.00001 | 48 | 0.000000e+00 | 0.000000e+00 | 90.06 | 89.91 | 90.02 | 89.52 | 88.55 | 90.29 | 90.66 | 89.86 | 90.44 | 89.12 | 90.14 | 89.67 | 89.57 | 89.84 | 88.56 | 90.07 | 89.61 | 89.41 | 90.59 | 89.18 | 90.42 | 91.38 | 89.39 | 88.61 | 90.48 | 90.02 |
| 677 | 372 | 48 | 0.01 | 32 | 0.00001 | 48 | 0.000000e+00 | 1.000000e-08 | 90.22 | 89.48 | 89.28 | 91.14 | 90.42 | 91.70 | 89.60 | 90.16 | 89.98 | 89.79 | 89.54 | 90.81 | 91.27 | 90.45 | 88.31 | 90.37 | 90.82 | 89.05 | 89.76 | 90.57 | 91.04 | 88.56 | 88.38 | 87.39 | 87.98 | 88.47 |
| 679 | 372 | 48 | 0.01 | 32 | 0.00001 | 48 | 1.000000e-08 | 1.000000e-08 | 88.30 | 89.80 | 88.60 | 90.59 | 90.88 | 91.12 | 89.73 | 89.47 | 89.30 | 89.14 | 89.23 | 90.66 | 89.34 | 88.72 | 89.66 | 90.10 | 89.02 | 88.92 | 90.82 | 90.51 | 89.56 | 90.19 | 90.60 | 88.46 | 90.47 | 89.66 |
| 376 | 372 | 48 | 0.01 | 32 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 90.15 | 88.23 | 89.60 | 89.33 | 89.69 | 89.46 | 90.04 | 91.18 | 90.27 | 89.22 | 90.70 | 89.95 | 90.40 | 89.82 | 89.79 | 90.08 | 89.26 | 89.35 | 90.14 | 90.85 | 90.13 | 89.71 | 90.46 | 90.87 | 89.83 | 88.23 |
| 377 | 372 | 48 | 0.01 | 32 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 88.93 | 91.14 | 88.00 | 89.37 | 90.55 | 89.44 | 88.91 | 90.43 | 89.62 | 89.93 | 90.88 | 90.65 | 88.63 | 88.78 | 89.22 | 89.44 | 90.59 | 90.30 | 90.41 | 91.75 | 90.81 | 90.49 | 90.22 | 88.95 | 89.04 | 88.29 |
| 378 | 372 | 48 | 0.01 | 32 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 88.12 | 90.51 | 88.91 | 90.08 | 92.07 | 89.56 | 90.24 | 89.93 | 87.78 | 89.51 | 91.31 | 89.32 | 90.81 | 89.52 | 88.42 | 90.10 | 89.93 | 90.47 | 89.79 | 90.77 | 89.37 | 89.89 | 88.36 | 90.87 | 88.51 | 89.61 |
| 379 | 372 | 48 | 0.01 | 32 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 89.22 | 89.84 | 90.69 | 90.72 | 90.47 | 91.43 | 90.88 | 88.90 | 88.78 | 88.50 | 90.81 | 89.96 | 90.70 | 88.83 | 89.35 | 90.18 | 89.90 | 89.84 | 90.29 | 90.35 | 89.83 | 90.62 | 89.59 | 89.34 | 87.91 | 89.09 |
| 438 | 372 | 48 | 0.01 | 32 | 0.00100 | 36 | 1.000000e-08 | 0.000000e+00 | 88.96 | 90.54 | 88.74 | 90.12 | 90.76 | 90.14 | 90.29 | 89.78 | 89.01 | 90.34 | 90.91 | 91.52 | 89.40 | 91.16 | 89.55 | 90.18 | 89.40 | 90.51 | 89.20 | 90.77 | 87.77 | 90.47 | 90.16 | 89.87 | 90.87 | 88.27 |
| 576 | 372 | 48 | 0.01 | 48 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 90.87 | 91.21 | 88.90 | 89.58 | 90.71 | 90.18 | 91.33 | 89.68 | 89.20 | 90.33 | 89.41 | 89.56 | 89.38 | 90.05 | 89.20 | 89.34 | 91.42 | 90.64 | 89.74 | 90.46 | 89.10 | 88.96 | 87.81 | 89.14 | 89.69 | 89.03 |
| 577 | 372 | 48 | 0.01 | 48 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 89.60 | 89.12 | 89.45 | 88.94 | 90.84 | 89.84 | 90.08 | 90.43 | 89.00 | 89.87 | 90.20 | 90.35 | 90.58 | 91.36 | 89.10 | 91.00 | 89.69 | 89.84 | 90.72 | 90.48 | 89.34 | 89.38 | 89.63 | 90.61 | 88.41 | 90.34 |
| 578 | 372 | 48 | 0.01 | 48 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 89.95 | 88.88 | 89.88 | 89.84 | 89.99 | 90.59 | 89.33 | 90.72 | 90.40 | 88.36 | 90.80 | 90.52 | 89.79 | 90.81 | 89.11 | 91.56 | 88.86 | 90.57 | 90.98 | 91.47 | 89.07 | 91.09 | 88.54 | 89.76 | 89.10 | 91.35 |
| 579 | 372 | 48 | 0.01 | 48 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 89.41 | 90.13 | 91.36 | 89.03 | 89.38 | 90.20 | 90.01 | 89.66 | 90.17 | 90.16 | 90.08 | 89.17 | 89.84 | 87.51 | 88.29 | 89.91 | 90.95 | 91.34 | 89.37 | 90.29 | 91.52 | 89.53 | 89.89 | 89.99 | 91.35 | 90.29 |
| 637 | 372 | 48 | 0.01 | 48 | 0.00001 | 36 | 0.000000e+00 | 1.000000e-08 | 89.10 | 88.98 | 89.03 | 89.16 | 89.56 | 90.16 | 89.25 | 90.38 | 89.07 | 90.29 | 89.53 | 90.62 | 89.35 | 88.83 | 89.51 | 90.61 | 88.68 | 90.27 | 89.03 | 90.62 | 90.54 | 90.43 | 90.97 | 89.86 | 90.82 | 90.29 |
| 639 | 372 | 48 | 0.01 | 48 | 0.00001 | 36 | 1.000000e-08 | 1.000000e-08 | 88.83 | 90.92 | 88.90 | 89.49 | 88.13 | 90.63 | 90.29 | 89.81 | 89.44 | 89.81 | 90.26 | 90.61 | 90.25 | 88.01 | 88.49 | 90.20 | 89.79 | 90.71 | 89.58 | 90.24 | 90.46 | 89.60 | 89.53 | 90.58 | 89.20 | 88.32 |
| 396 | 372 | 48 | 0.01 | 48 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 90.43 | 89.34 | 89.68 | 90.42 | 89.78 | 90.09 | 90.90 | 88.91 | 90.15 | 89.62 | 89.42 | 90.23 | 90.72 | 89.55 | 87.75 | 90.16 | 90.01 | 90.29 | 90.29 | 90.23 | 90.20 | 91.42 | 87.84 | 89.32 | 90.33 | 91.35 |
| 397 | 372 | 48 | 0.01 | 48 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 87.45 | 90.64 | 89.70 | 88.97 | 88.97 | 90.27 | 90.18 | 89.40 | 89.39 | 89.82 | 91.06 | 89.60 | 89.75 | 90.25 | 89.99 | 91.17 | 90.14 | 88.78 | 90.87 | 91.02 | 90.15 | 89.02 | 88.91 | 90.46 | 89.42 | 89.76 |
| 398 | 372 | 48 | 0.01 | 48 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 90.18 | 90.68 | 87.89 | 90.38 | 89.97 | 91.06 | 90.52 | 89.50 | 89.26 | 88.57 | 90.14 | 90.67 | 90.71 | 90.26 | 90.09 | 90.17 | 88.85 | 90.46 | 90.94 | 89.59 | 90.34 | 90.69 | 90.24 | 89.18 | 90.58 | 90.35 |
| 456 | 372 | 48 | 0.01 | 48 | 0.00100 | 36 | 0.000000e+00 | 0.000000e+00 | 88.43 | 90.18 | 89.24 | 90.74 | 90.26 | 90.22 | 89.82 | 88.95 | 89.25 | 89.26 | 91.40 | 90.56 | 90.71 | 89.64 | 89.11 | 90.27 | 88.03 | 89.54 | 91.02 | 91.21 | 89.73 | 90.13 | 88.96 | 88.49 | 89.31 | 89.42 |
| 458 | 372 | 48 | 0.01 | 48 | 0.00100 | 36 | 1.000000e-08 | 0.000000e+00 | 90.20 | 89.70 | 89.29 | 90.28 | 88.72 | 89.46 | 89.56 | 90.36 | 90.06 | 89.57 | 90.22 | 90.30 | 90.40 | 89.00 | 89.36 | 90.71 | 90.76 | 89.33 | 90.63 | 89.33 | 89.78 | 89.92 | 89.16 | 89.31 | 89.37 | 90.13 |
| 459 | 372 | 48 | 0.01 | 48 | 0.00100 | 36 | 1.000000e-08 | 1.000000e-08 | 89.16 | 89.72 | 90.98 | 90.71 | 88.80 | 90.41 | 90.62 | 90.11 | 88.38 | 88.94 | 91.38 | 89.66 | 91.62 | 88.88 | 90.69 | 90.29 | 89.30 | 89.23 | 90.33 | 90.07 | 89.00 | 90.86 | 89.51 | 90.25 | 90.68 | 90.75 |
| 596 | 372 | 48 | 0.01 | 64 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 88.54 | 88.49 | 89.64 | 90.05 | 88.34 | 89.85 | 89.72 | 89.79 | 90.22 | 88.90 | 89.88 | 90.42 | 89.29 | 88.88 | 90.43 | 89.18 | 90.13 | 91.03 | 90.48 | 89.89 | 90.16 | 91.78 | 89.59 | 89.77 | 89.83 | 89.47 |
| 598 | 372 | 48 | 0.01 | 64 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 89.84 | 89.20 | 89.34 | 89.35 | 89.53 | 90.49 | 89.74 | 89.93 | 90.60 | 90.29 | 90.92 | 91.60 | 89.43 | 89.63 | 89.80 | 89.58 | 88.64 | 90.42 | 90.80 | 90.72 | 90.53 | 89.99 | 88.70 | 89.33 | 89.87 | 88.75 |
| 599 | 372 | 48 | 0.01 | 64 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 89.30 | 90.56 | 89.13 | 89.71 | 90.15 | 90.53 | 89.77 | 90.03 | 89.53 | 89.12 | 91.33 | 90.99 | 90.15 | 90.22 | 89.40 | 89.60 | 89.76 | 90.61 | 90.34 | 90.60 | 90.72 | 90.13 | 89.33 | 90.30 | 90.25 | 90.32 |
| 656 | 372 | 48 | 0.01 | 64 | 0.00001 | 36 | 0.000000e+00 | 0.000000e+00 | 90.42 | 90.95 | 88.83 | 89.92 | 89.15 | 90.28 | 89.90 | 90.47 | 90.11 | 90.03 | 91.03 | 89.58 | 89.93 | 89.09 | 88.03 | 88.43 | 89.65 | 89.74 | 88.82 | 90.74 | 90.64 | 90.80 | 87.58 | 89.56 | 90.03 | 90.06 |
| 658 | 372 | 48 | 0.01 | 64 | 0.00001 | 36 | 1.000000e-08 | 0.000000e+00 | 88.81 | 91.44 | 89.74 | 89.21 | 89.00 | 89.06 | 89.64 | 90.57 | 89.43 | 89.14 | 90.94 | 89.70 | 90.38 | 90.08 | 90.46 | 90.59 | 90.21 | 90.90 | 89.45 | 90.54 | 91.84 | 88.40 | 90.30 | 90.35 | 87.74 | 91.18 |
| 659 | 372 | 48 | 0.01 | 64 | 0.00001 | 36 | 1.000000e-08 | 1.000000e-08 | 88.70 | 90.25 | 88.90 | 89.63 | 88.98 | 91.45 | 87.97 | 87.92 | 88.93 | 89.38 | 91.98 | 89.60 | 90.41 | 89.25 | 90.62 | 90.14 | 88.71 | 89.88 | 90.45 | 91.05 | 90.98 | 91.52 | 89.60 | 89.93 | 91.65 | 88.80 |
| 719 | 372 | 48 | 0.01 | 64 | 0.00001 | 48 | 1.000000e-08 | 1.000000e-08 | 89.74 | 89.64 | 89.76 | 88.44 | 88.99 | 89.96 | 90.46 | 88.92 | 90.05 | 90.37 | 88.45 | 91.12 | 89.17 | 89.85 | 90.43 | 89.42 | 89.82 | 90.17 | 89.55 | 90.64 | 88.69 | 89.58 | 90.26 | 90.59 | 90.05 | 89.08 |
| 416 | 372 | 48 | 0.01 | 64 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 90.73 | 89.82 | 90.14 | 90.06 | 88.85 | 89.69 | 89.63 | 89.44 | 90.58 | 88.36 | 90.59 | 90.62 | 90.51 | 90.88 | 88.66 | 89.29 | 90.05 | 89.62 | 90.63 | 88.74 | 89.42 | 90.80 | 89.85 | 87.79 | 89.77 | 89.83 |
| 418 | 372 | 48 | 0.01 | 64 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 88.61 | 89.61 | 89.20 | 91.19 | 89.71 | 88.74 | 89.15 | 89.06 | 89.93 | 88.93 | 90.55 | 89.71 | 89.17 | 90.62 | 90.27 | 90.41 | 89.36 | 89.96 | 89.82 | 90.36 | 89.36 | 90.94 | 90.40 | 91.14 | 90.47 | 89.60 |
| 419 | 372 | 48 | 0.01 | 64 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 89.89 | 89.40 | 90.30 | 89.39 | 88.84 | 91.49 | 90.32 | 89.66 | 89.19 | 89.01 | 89.80 | 91.29 | 89.85 | 89.55 | 88.33 | 89.53 | 90.20 | 90.32 | 91.34 | 89.24 | 90.91 | 91.17 | 90.57 | 88.89 | 89.68 | 89.65 |
| 477 | 372 | 48 | 0.01 | 64 | 0.00100 | 36 | 0.000000e+00 | 1.000000e-08 | 89.37 | 90.85 | 89.03 | 90.84 | 88.91 | 90.67 | 89.93 | 90.09 | 90.22 | 89.63 | 90.28 | 90.29 | 88.73 | 90.11 | 89.33 | 89.35 | 88.74 | 89.82 | 89.95 | 90.36 | 89.57 | 89.26 | 90.29 | 89.55 | 89.46 | 89.65 |
| 478 | 372 | 48 | 0.01 | 64 | 0.00100 | 36 | 1.000000e-08 | 0.000000e+00 | 89.68 | 89.14 | 89.95 | 88.47 | 89.32 | 89.82 | 89.91 | 90.21 | 90.60 | 89.53 | 90.73 | 90.14 | 89.19 | 87.54 | 91.81 | 90.65 | 88.32 | 89.74 | 89.50 | 90.56 | 90.47 | 89.46 | 90.86 | 90.51 | 90.30 | 89.06 |
Size of the All data: (144, 29)
Size of the Sig data: (38, 34)
Code
####################################################
# Use the hyperparameters to the test data.
####################################################
optimal_params_mw1 = dt_valid.loc[dt_valid_sub_mw1.index][['input_size', 'output_size', 'learning_rate', 'batch_size', 'alpha', 'margin', 'l1_reg', 'l2_reg']]
optimal_params_mw = optimal_params_mw1.reset_index()
optimal_params_mw.drop(['index'], axis=1, inplace = True)
#rotation invariance test data with optimal parameters
test_data_mw1 = pd.merge(optimal_params_mw, dt_test, on=['input_size', 'output_size', 'learning_rate', 'batch_size', 'alpha', 'margin', 'l1_reg', 'l2_reg'])
test_data_1_sub_mw = test_data_mw1[list(test_data_mw1.columns[test_data_mw1.columns.str.startswith('mAP_test')])]Equivalent test data
| input_size | output_size | learning_rate | batch_size | alpha | margin | l1_reg | l2_reg | mAP_test_abs_values | mAP_test_abs_values_2 | mAP_test_abs_values_3 | mAP_test_abs_values_4 | mAP_test_abs_values_5 | mAP_test_abs_values_6 | mAP_test_abs_values_7 | mAP_test_abs_values_8 | mAP_test_abs_values_9 | mAP_test_abs_values_10 | mAP_test_abs_values_11 | mAP_test_abs_values_12 | mAP_test_abs_values_13 | mAP_test_abs_values_14 | mAP_test_abs_values_15 | mAP_test_abs_values_16 | mAP_test_abs_values_17 | mAP_test_abs_values_18 | mAP_test_abs_values_19 | mAP_test_abs_values_20 | mAP_test_abs_values_21 | mAP_test_abs_values_22 | mAP_test_abs_values_23 | mAP_test_abs_values_24 | mAP_test_abs_values_25 | mAP_test_abs_values_26 | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 20 | 372 | 48 | 0.01 | 32 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 89.20 | 91.70 | 91.28 | 90.28 | 92.09 | 91.78 | 93.90 | 91.53 | 90.40 | 91.35 | 90.60 | 89.57 | 91.03 | 91.40 | 91.38 | 91.77 | 91.10 | 91.95 | 89.03 | 91.83 | 91.73 | 91.18 | 91.10 | 92.96 | 92.49 | 92.70 |
| 11 | 372 | 48 | 0.01 | 32 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 93.02 | 90.59 | 90.01 | 90.82 | 90.20 | 91.18 | 90.62 | 89.05 | 91.81 | 91.28 | 91.84 | 92.33 | 91.54 | 90.82 | 92.56 | 91.12 | 90.53 | 92.58 | 92.99 | 89.63 | 93.15 | 93.58 | 92.37 | 91.99 | 90.73 | 91.22 |
| 12 | 372 | 48 | 0.01 | 32 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 91.09 | 90.59 | 91.71 | 90.86 | 91.72 | 91.85 | 89.61 | 91.40 | 91.69 | 89.81 | 90.65 | 88.79 | 91.55 | 89.63 | 90.63 | 91.08 | 93.27 | 89.76 | 92.93 | 91.36 | 91.71 | 92.04 | 91.74 | 93.28 | 90.54 | 89.57 |
| 8 | 372 | 48 | 0.01 | 32 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 92.15 | 92.25 | 91.25 | 91.52 | 91.79 | 92.42 | 90.21 | 89.65 | 92.76 | 90.83 | 90.99 | 89.84 | 91.20 | 90.98 | 88.83 | 92.17 | 91.95 | 91.69 | 93.81 | 92.14 | 93.35 | 90.83 | 92.05 | 92.46 | 90.71 | 89.03 |
| 25 | 372 | 48 | 0.01 | 32 | 0.00001 | 36 | 1.000000e-08 | 0.000000e+00 | 90.29 | 91.51 | 90.58 | 92.03 | 90.09 | 90.70 | 91.39 | 90.43 | 91.10 | 92.03 | 91.25 | 90.19 | 90.96 | 91.89 | 91.77 | 91.62 | 92.56 | 93.07 | 91.81 | 90.26 | 94.25 | 91.62 | 94.51 | 91.28 | 92.81 | 92.14 |
| 26 | 372 | 48 | 0.01 | 32 | 0.00001 | 36 | 1.000000e-08 | 1.000000e-08 | 89.06 | 92.48 | 92.35 | 92.24 | 90.48 | 93.12 | 90.18 | 93.80 | 92.49 | 93.22 | 92.77 | 89.66 | 92.78 | 92.47 | 90.55 | 92.29 | 92.84 | 91.43 | 93.26 | 87.96 | 91.73 | 91.82 | 93.21 | 92.06 | 91.53 | 90.69 |
| 19 | 372 | 48 | 0.01 | 32 | 0.00001 | 48 | 0.000000e+00 | 0.000000e+00 | 92.49 | 90.59 | 90.88 | 89.41 | 88.91 | 90.47 | 92.12 | 90.52 | 91.39 | 89.55 | 90.91 | 91.15 | 90.47 | 90.25 | 90.08 | 90.20 | 91.60 | 91.59 | 90.82 | 90.44 | 91.58 | 91.49 | 91.89 | 91.45 | 92.81 | 89.83 |
| 28 | 372 | 48 | 0.01 | 32 | 0.00001 | 48 | 0.000000e+00 | 1.000000e-08 | 91.78 | 93.32 | 91.99 | 92.68 | 92.09 | 90.58 | 93.35 | 89.86 | 92.29 | 92.56 | 91.98 | 91.00 | 90.80 | 89.83 | 89.11 | 91.36 | 92.67 | 92.03 | 92.00 | 88.44 | 92.11 | 92.03 | 90.14 | 90.02 | 90.80 | 92.22 |
| 36 | 372 | 48 | 0.01 | 32 | 0.00001 | 48 | 1.000000e-08 | 1.000000e-08 | 91.56 | 90.77 | 92.34 | 91.19 | 90.73 | 91.20 | 92.67 | 91.16 | 92.49 | 89.86 | 89.98 | 90.00 | 90.63 | 90.94 | 90.38 | 92.37 | 91.99 | 90.80 | 93.87 | 91.92 | 92.43 | 90.89 | 92.21 | 92.01 | 90.03 | 91.77 |
| 14 | 372 | 48 | 0.01 | 32 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 89.11 | 91.04 | 91.12 | 90.18 | 90.95 | 91.83 | 91.13 | 90.92 | 90.81 | 92.60 | 93.07 | 89.56 | 90.95 | 91.71 | 91.40 | 93.63 | 91.00 | 92.80 | 92.65 | 91.61 | 92.80 | 92.40 | 93.05 | 92.41 | 91.81 | 92.52 |
| 27 | 372 | 48 | 0.01 | 32 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 91.08 | 92.45 | 90.32 | 90.02 | 93.54 | 90.53 | 90.90 | 91.89 | 90.33 | 91.96 | 92.78 | 90.78 | 88.96 | 91.96 | 90.69 | 88.75 | 91.49 | 91.62 | 92.95 | 92.33 | 91.59 | 91.97 | 91.86 | 91.06 | 90.95 | 88.50 |
| 33 | 372 | 48 | 0.01 | 32 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 88.21 | 92.42 | 90.65 | 91.57 | 92.48 | 90.52 | 91.66 | 91.32 | 89.48 | 91.23 | 92.37 | 90.82 | 91.06 | 90.29 | 92.13 | 90.86 | 91.33 | 92.76 | 93.25 | 92.84 | 92.51 | 92.56 | 92.41 | 92.13 | 91.85 | 91.73 |
| 17 | 372 | 48 | 0.01 | 32 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 92.54 | 90.00 | 91.23 | 92.21 | 90.73 | 93.38 | 91.62 | 90.42 | 88.11 | 91.28 | 92.29 | 89.30 | 90.42 | 92.75 | 89.50 | 90.97 | 93.05 | 90.08 | 93.13 | 91.16 | 90.67 | 91.79 | 89.62 | 91.12 | 92.24 | 89.54 |
| 6 | 372 | 48 | 0.01 | 32 | 0.00100 | 36 | 1.000000e-08 | 0.000000e+00 | 90.52 | 93.66 | 90.53 | 90.76 | 92.30 | 92.73 | 91.89 | 91.06 | 92.60 | 94.05 | 90.99 | 89.84 | 89.80 | 91.97 | 91.59 | 91.77 | 92.32 | 92.77 | 93.20 | 92.65 | 91.69 | 90.51 | 93.60 | 92.21 | 93.02 | 91.48 |
| 23 | 372 | 48 | 0.01 | 48 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 91.30 | 92.06 | 94.46 | 91.12 | 92.30 | 91.76 | 91.24 | 89.95 | 91.61 | 92.15 | 90.06 | 90.02 | 91.93 | 92.42 | 89.60 | 91.32 | 91.55 | 91.29 | 93.63 | 92.30 | 91.77 | 92.04 | 91.66 | 92.07 | 92.16 | 92.52 |
| 9 | 372 | 48 | 0.01 | 48 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 91.73 | 88.41 | 91.46 | 90.65 | 90.59 | 91.43 | 92.59 | 92.05 | 90.97 | 90.99 | 92.64 | 91.47 | 91.29 | 92.14 | 93.33 | 91.59 | 92.38 | 92.11 | 93.53 | 91.71 | 92.47 | 92.38 | 94.36 | 92.28 | 91.61 | 90.97 |
| 1 | 372 | 48 | 0.01 | 48 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 89.80 | 91.48 | 90.43 | 92.83 | 91.48 | 90.48 | 90.04 | 92.33 | 91.73 | 92.71 | 94.27 | 90.25 | 90.76 | 91.91 | 91.29 | 91.68 | 92.51 | 91.78 | 92.88 | 90.99 | 93.81 | 92.93 | 93.16 | 92.73 | 93.28 | 93.27 |
| 5 | 372 | 48 | 0.01 | 48 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 90.58 | 92.02 | 92.36 | 91.26 | 91.85 | 90.84 | 89.55 | 91.52 | 92.51 | 92.60 | 91.66 | 88.42 | 91.36 | 88.93 | 91.81 | 91.18 | 92.04 | 92.02 | 92.46 | 92.37 | 93.08 | 93.75 | 93.92 | 92.71 | 93.76 | 91.81 |
| 22 | 372 | 48 | 0.01 | 48 | 0.00001 | 36 | 0.000000e+00 | 1.000000e-08 | 90.74 | 90.56 | 90.65 | 91.91 | 91.92 | 90.65 | 90.52 | 91.68 | 91.80 | 91.37 | 91.29 | 91.14 | 92.37 | 91.39 | 91.53 | 91.27 | 91.88 | 91.38 | 93.16 | 93.44 | 93.62 | 91.92 | 93.02 | 93.04 | 93.55 | 91.85 |
| 37 | 372 | 48 | 0.01 | 48 | 0.00001 | 36 | 1.000000e-08 | 1.000000e-08 | 91.36 | 93.57 | 91.31 | 90.55 | 90.38 | 92.77 | 91.74 | 90.77 | 90.69 | 90.93 | 91.93 | 93.85 | 93.72 | 91.46 | 92.10 | 91.05 | 93.57 | 92.93 | 91.53 | 90.09 | 92.71 | 92.38 | 92.94 | 93.23 | 92.44 | 90.19 |
| 7 | 372 | 48 | 0.01 | 48 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 90.78 | 92.27 | 92.77 | 92.46 | 92.55 | 90.34 | 91.32 | 91.58 | 92.50 | 93.47 | 91.97 | 90.77 | 91.49 | 91.74 | 91.36 | 91.64 | 90.83 | 93.38 | 92.62 | 92.32 | 93.02 | 92.94 | 92.69 | 92.52 | 93.77 | 90.95 |
| 21 | 372 | 48 | 0.01 | 48 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 91.68 | 92.68 | 92.78 | 93.61 | 91.83 | 91.77 | 91.25 | 91.13 | 91.87 | 89.58 | 91.71 | 91.53 | 90.74 | 90.56 | 92.35 | 91.20 | 90.24 | 93.69 | 92.36 | 92.86 | 92.41 | 93.09 | 93.10 | 93.06 | 91.93 | 91.98 |
| 2 | 372 | 48 | 0.01 | 48 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 91.63 | 90.84 | 91.51 | 91.44 | 90.55 | 91.80 | 91.18 | 91.99 | 93.47 | 90.02 | 91.44 | 90.75 | 91.38 | 92.98 | 90.35 | 89.74 | 92.28 | 90.52 | 91.53 | 91.82 | 92.41 | 91.52 | 94.80 | 92.09 | 92.35 | 91.36 |
| 31 | 372 | 48 | 0.01 | 48 | 0.00100 | 36 | 0.000000e+00 | 0.000000e+00 | 88.84 | 92.27 | 92.92 | 92.16 | 92.59 | 90.59 | 93.01 | 90.12 | 93.21 | 91.67 | 93.06 | 92.61 | 90.43 | 91.62 | 90.85 | 92.13 | 92.27 | 92.68 | 92.46 | 92.17 | 92.14 | 91.60 | 94.19 | 92.68 | 93.20 | 92.05 |
| 24 | 372 | 48 | 0.01 | 48 | 0.00100 | 36 | 1.000000e-08 | 0.000000e+00 | 92.73 | 91.45 | 92.50 | 90.84 | 92.49 | 90.38 | 93.66 | 91.11 | 91.68 | 92.19 | 92.61 | 91.34 | 92.96 | 91.77 | 91.23 | 92.70 | 94.52 | 91.49 | 93.28 | 91.99 | 92.13 | 92.63 | 93.32 | 93.79 | 92.12 | 90.80 |
| 3 | 372 | 48 | 0.01 | 48 | 0.00100 | 36 | 1.000000e-08 | 1.000000e-08 | 90.52 | 92.60 | 93.34 | 91.82 | 92.11 | 90.38 | 91.20 | 94.88 | 90.11 | 91.39 | 92.88 | 91.16 | 90.93 | 93.11 | 91.93 | 92.33 | 93.51 | 90.69 | 90.73 | 92.61 | 91.14 | 92.38 | 93.88 | 92.13 | 92.19 | 92.17 |
| 34 | 372 | 48 | 0.01 | 64 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 92.50 | 92.11 | 91.99 | 91.95 | 92.32 | 91.70 | 91.26 | 92.28 | 91.78 | 92.73 | 92.32 | 91.10 | 91.48 | 92.19 | 92.28 | 91.81 | 91.25 | 91.30 | 93.46 | 92.15 | 90.52 | 92.38 | 94.76 | 92.52 | 92.38 | 92.60 |
| 13 | 372 | 48 | 0.01 | 64 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 93.61 | 91.53 | 92.48 | 93.07 | 91.30 | 92.65 | 92.43 | 92.30 | 92.40 | 89.90 | 93.79 | 90.34 | 92.69 | 93.44 | 90.57 | 92.18 | 92.66 | 93.61 | 92.24 | 90.95 | 92.11 | 91.99 | 93.50 | 92.23 | 93.52 | 92.93 |
| 0 | 372 | 48 | 0.01 | 64 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 92.53 | 92.11 | 90.73 | 94.32 | 92.02 | 91.84 | 92.81 | 90.75 | 91.55 | 92.62 | 93.54 | 91.79 | 91.40 | 92.30 | 93.82 | 92.47 | 90.79 | 92.33 | 91.90 | 92.71 | 92.96 | 93.54 | 93.22 | 92.27 | 94.09 | 92.17 |
| 32 | 372 | 48 | 0.01 | 64 | 0.00001 | 36 | 0.000000e+00 | 0.000000e+00 | 92.82 | 92.19 | 92.39 | 92.80 | 92.30 | 91.25 | 92.34 | 94.33 | 92.12 | 92.11 | 90.11 | 89.67 | 89.70 | 93.15 | 91.39 | 91.14 | 92.74 | 91.80 | 93.07 | 93.05 | 93.44 | 93.46 | 92.96 | 92.51 | 94.85 | 91.60 |
| 4 | 372 | 48 | 0.01 | 64 | 0.00001 | 36 | 1.000000e-08 | 0.000000e+00 | 93.84 | 93.26 | 92.88 | 90.22 | 91.49 | 92.27 | 91.99 | 91.87 | 91.50 | 92.60 | 94.00 | 89.30 | 93.86 | 91.97 | 93.42 | 93.75 | 91.06 | 92.65 | 93.19 | 91.64 | 92.94 | 91.32 | 94.11 | 93.41 | 90.60 | 92.37 |
| 15 | 372 | 48 | 0.01 | 64 | 0.00001 | 36 | 1.000000e-08 | 1.000000e-08 | 92.19 | 93.68 | 92.84 | 91.89 | 92.88 | 93.33 | 90.96 | 91.55 | 91.33 | 91.38 | 93.21 | 91.57 | 92.30 | 91.21 | 91.11 | 91.93 | 92.86 | 92.69 | 91.62 | 90.61 | 91.51 | 93.07 | 92.35 | 94.04 | 92.42 | 91.36 |
| 35 | 372 | 48 | 0.01 | 64 | 0.00001 | 48 | 1.000000e-08 | 1.000000e-08 | 92.26 | 91.81 | 90.92 | 90.37 | 92.35 | 92.81 | 91.92 | 91.74 | 92.48 | 91.35 | 90.52 | 91.83 | 88.50 | 92.29 | 89.68 | 91.11 | 92.43 | 91.33 | 92.56 | 92.73 | 92.40 | 92.96 | 94.81 | 92.61 | 92.29 | 91.05 |
| 29 | 372 | 48 | 0.01 | 64 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 92.86 | 91.07 | 93.96 | 91.67 | 92.52 | 93.27 | 91.33 | 93.29 | 90.91 | 92.79 | 91.75 | 91.50 | 91.57 | 93.39 | 90.76 | 92.21 | 92.84 | 91.59 | 93.93 | 92.03 | 94.45 | 92.75 | 93.31 | 92.41 | 93.70 | 91.10 |
| 16 | 372 | 48 | 0.01 | 64 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 92.24 | 88.67 | 93.39 | 91.27 | 92.17 | 91.76 | 91.25 | 91.91 | 91.76 | 93.37 | 91.49 | 92.06 | 93.82 | 92.69 | 90.23 | 92.91 | 91.94 | 91.97 | 93.00 | 92.52 | 93.94 | 94.14 | 93.57 | 93.28 | 92.89 | 92.30 |
| 10 | 372 | 48 | 0.01 | 64 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 91.59 | 92.22 | 93.07 | 90.92 | 92.88 | 92.41 | 90.63 | 91.07 | 90.27 | 91.28 | 90.75 | 91.79 | 91.96 | 92.33 | 92.82 | 93.23 | 93.50 | 93.25 | 93.55 | 91.81 | 92.86 | 92.81 | 94.01 | 92.65 | 92.32 | 92.95 |
| 30 | 372 | 48 | 0.01 | 64 | 0.00100 | 36 | 0.000000e+00 | 1.000000e-08 | 90.24 | 92.67 | 92.27 | 92.16 | 92.73 | 91.01 | 91.49 | 90.30 | 91.13 | 91.38 | 92.43 | 90.31 | 90.80 | 92.38 | 92.54 | 92.20 | 93.05 | 91.61 | 93.57 | 91.39 | 93.20 | 93.51 | 94.27 | 93.02 | 93.54 | 92.16 |
| 18 | 372 | 48 | 0.01 | 64 | 0.00100 | 36 | 1.000000e-08 | 0.000000e+00 | 91.52 | 91.45 | 93.03 | 90.65 | 91.32 | 92.54 | 92.93 | 93.89 | 92.27 | 92.60 | 92.17 | 89.17 | 92.75 | 90.96 | 92.51 | 92.81 | 92.78 | 95.03 | 91.50 | 91.41 | 92.84 | 92.07 | 93.86 | 92.49 | 93.63 | 90.61 |
Size of the test data: (38, 34)
Average & Std Deviation of the Significant rows:
| mean | std | |
|---|---|---|
| mAP_valid_abs_values_11 | 90.439737 | 0.722501 |
| mAP_valid_abs_values_20 | 90.390526 | 0.617825 |
| mAP_valid_abs_values_12 | 90.346316 | 0.683625 |
| mAP_valid_abs_values_6 | 90.302368 | 0.693500 |
| mAP_valid_abs_values_19 | 90.232105 | 0.665128 |
| mAP_valid_abs_values_22 | 90.158684 | 0.861210 |
| mAP_valid_abs_values_13 | 90.064474 | 0.713149 |
| mAP_valid_abs_values_16 | 90.063158 | 0.618036 |
| mAP_valid_abs_values_18 | 90.041053 | 0.612619 |
| mAP_valid_abs_values_21 | 89.992895 | 0.813132 |
| mAP_valid_abs_values_2 | 89.972368 | 0.790044 |
| mAP_valid_abs_values_7 | 89.892105 | 0.722320 |
| mAP_valid_abs_values_4 | 89.857105 | 0.694316 |
| mAP_valid_abs_values_8 | 89.764211 | 0.648081 |
| mAP_valid_abs_values_9 | 89.730000 | 0.741609 |
| mAP_valid_abs_values_25 | 89.686842 | 0.950843 |
| mAP_valid_abs_values_17 | 89.611579 | 0.754591 |
| mAP_valid_abs_values_5 | 89.598158 | 0.876923 |
| mAP_valid_abs_values_24 | 89.587632 | 0.863974 |
| mAP_valid_abs_values_14 | 89.580789 | 0.891699 |
| mAP_valid_abs_values_23 | 89.566316 | 0.905110 |
| mAP_valid_abs_values_26 | 89.556579 | 0.911498 |
| mAP_valid_abs_values_10 | 89.515263 | 0.705778 |
| mAP_valid_abs_values_3 | 89.482105 | 0.749040 |
| mAP_valid_abs_values_15 | 89.448158 | 0.889080 |
| mAP_valid_abs_values | 89.411579 | 0.795227 |
We then apply the hyperparameters to the test set and average the results.
Code
####################################################
# Use the hyperparameters to the test data.
####################################################
optimal_params = dt_valid.loc[dt_valid_sub_mw1.index][['input_size', 'output_size', 'learning_rate', 'batch_size', 'alpha', 'margin', 'l1_reg', 'l2_reg']].reset_index()
optimal_params.drop(['index'], axis=1, inplace = True)
#rotation invariance test data with optimal parameters
test_data_1 = pd.merge(optimal_params, dt_test, how='left')
test_data_1_sub = test_data_1[list(test_data_1.columns[test_data_1.columns.str.startswith('mAP_test')])]
test_data_1['average_map'] = test_data_1_sub.apply(np.mean, axis=1)
test_data_1.sort_values(by=['average_map'], ascending= False,inplace=True)| mean | std | |
|---|---|---|
| mAP_test_abs_values_23 | 93.040263 | 1.213796 |
| mAP_test_abs_values_19 | 92.617368 | 1.018538 |
| mAP_test_abs_values_21 | 92.504737 | 0.918185 |
| mAP_test_abs_values_24 | 92.426579 | 0.770694 |
| mAP_test_abs_values_25 | 92.392368 | 1.128873 |
| mAP_test_abs_values_22 | 92.322895 | 0.861698 |
| mAP_test_abs_values_17 | 92.188947 | 0.952890 |
| mAP_test_abs_values_18 | 92.053947 | 1.051497 |
| mAP_test_abs_values_11 | 91.949211 | 1.112240 |
| mAP_test_abs_values_3 | 91.912632 | 1.100137 |
| average_map | 91.833846 | 0.405870 |
| mAP_test_abs_values_2 | 91.746053 | 1.199621 |
| mAP_test_abs_values_16 | 91.724737 | 0.983300 |
| mAP_test_abs_values_14 | 91.716316 | 1.050751 |
| mAP_test_abs_values_5 | 91.711053 | 0.968110 |
| mAP_test_abs_values_10 | 91.705000 | 1.139378 |
| mAP_test_abs_values_6 | 91.640000 | 0.958634 |
| mAP_test_abs_values_20 | 91.637895 | 1.189277 |
| mAP_test_abs_values_7 | 91.576053 | 1.059787 |
| mAP_test_abs_values_9 | 91.563158 | 1.053997 |
| mAP_test_abs_values_4 | 91.518684 | 1.053827 |
| mAP_test_abs_values_8 | 91.510526 | 1.274097 |
| mAP_test_abs_values_26 | 91.475263 | 1.123555 |
| mAP_test_abs_values_13 | 91.377368 | 1.198963 |
| mAP_test_abs_values | 91.368158 | 1.356525 |
| mAP_test_abs_values_15 | 91.301579 | 1.194416 |
| mAP_test_abs_values_12 | 90.699211 | 1.147343 |
Code
def extract_number(text):
if isinstance(text, str):
matches = re.findall(r'\d+', text)
return int(matches[0]) if matches else 1
return 1
res_valid_mwu_48['id'] = res_valid_mwu_48.index.to_series().apply(extract_number)
res_test_mwu_48['id'] = res_test_mwu_48.index.to_series().apply(extract_number)
res_comb = pd.concat([res_valid_mwu_48,res_test_mwu_48])
index_series = res_comb.index.to_series()
res_comb['type'] = np.where(
index_series.str.contains('valid', case=False), 'valid',
np.where(index_series.str.contains('test', case=False), 'test', 'unknown')
)
res_comb = res_comb.query("type !='unknown'")
res_comb = res_comb.reset_index(drop=True)
res_test_mwu_48 = res_test_mwu_48.sort_values(by=['id']).reset_index().query("index !='average_map'")
res_valid_mwu_48 = res_valid_mwu_48.reset_index(drop=True)
res_valid_mwu_48.columns = ['valid_score', 'std', 'id']
res_valid_mwu_48 = res_valid_mwu_48[['valid_score', 'id']]
res_test_mwu_48.columns = ['label2', 'test_score', 'std', 'id']
res_test_mwu_48 = res_test_mwu_48[['test_score', 'id']]
result_merged_mwu_48 = pd.merge(res_valid_mwu_48,res_test_mwu_48,on='id')
result_merged_mwu_48.sort_values(by=['valid_score'], ascending=False,inplace=True)
result_merged_mwu_48 = result_merged_mwu_48[['id','valid_score','test_score']]
html_table = result_merged_mwu_48.to_html(index=True)
# Wrap in a scrollable div
scrollable_table = f"""
<div style="height: 500px; width: 100%; overflow-x: auto; overflow-y: auto;">
{html_table}
</div>
"""
# Display the scrollable table
display(HTML(scrollable_table))
#data_range2 = np.array(list(res_test_mwu_48['mean']) + list(res_valid_mwu_48['mean']))
# categories = [str(i) for i in range(1,26)]
# fig = go.Figure()
# # Valid
# fig.add_trace(go.Scatterpolar(
# r=list(res_test_mwu_48['mean']),
# theta=categories,
# #fill='toself',
# name='Test'
# ))
# # Test
# fig.add_trace(go.Scatterpolar(
# r=list(res_valid_mwu_48['mean']),
# theta=categories,
# #fill='toself',
# name='Valid'
# ))
# # Customization of chart
# fig.update_layout(
# title={
# 'text': "",
# 'xanchor': 'center',
# 'yanchor': 'top'
# },
# polar=dict(
# radialaxis=dict(
# visible=True,
# range=[88, 93]
# )),
# showlegend=True
# )
# fig.show()
# fig.write_image("MU_Test.png")| id | valid_score | test_score | |
|---|---|---|---|
| 0 | 11 | 90.439737 | 91.949211 |
| 1 | 20 | 90.390526 | 91.637895 |
| 2 | 12 | 90.346316 | 90.699211 |
| 3 | 6 | 90.302368 | 91.640000 |
| 4 | 19 | 90.232105 | 92.617368 |
| 5 | 22 | 90.158684 | 92.322895 |
| 6 | 13 | 90.064474 | 91.377368 |
| 7 | 16 | 90.063158 | 91.724737 |
| 8 | 18 | 90.041053 | 92.053947 |
| 9 | 21 | 89.992895 | 92.504737 |
| 10 | 2 | 89.972368 | 91.746053 |
| 11 | 7 | 89.892105 | 91.576053 |
| 12 | 4 | 89.857105 | 91.518684 |
| 13 | 8 | 89.764211 | 91.510526 |
| 14 | 9 | 89.730000 | 91.563158 |
| 15 | 25 | 89.686842 | 92.392368 |
| 16 | 17 | 89.611579 | 92.188947 |
| 17 | 5 | 89.598158 | 91.711053 |
| 18 | 24 | 89.587632 | 92.426579 |
| 19 | 14 | 89.580789 | 91.716316 |
| 20 | 23 | 89.566316 | 93.040263 |
| 21 | 26 | 89.556579 | 91.475263 |
| 22 | 10 | 89.515263 | 91.705000 |
| 23 | 3 | 89.482105 | 91.912632 |
| 24 | 15 | 89.448158 | 91.301579 |
| 25 | 1 | 89.411579 | 91.368158 |
Code
#%%
dt_valid = pd.read_csv(f"descriptors_tain_valid_test/v3_layers/merged_validation_runs_wide_format_abs_13062024_{layer_vsn}.csv")
dt_test = pd.read_csv(f"descriptors_tain_valid_test/v3_layers/merged_test_runs_wide_format_abs_13062024_{layer_vsn}.csv")
output_size = 32
query = (
"output_size == @output_size "
)
dt_valid = dt_valid.query(query)
dt_test = dt_test.query(query)| input_size | output_size | learning_rate | batch_size | alpha | margin | l1_reg | l2_reg | mAP_valid_abs_values | mAP_valid_abs_values_2 | mAP_valid_abs_values_3 | mAP_valid_abs_values_4 | mAP_valid_abs_values_5 | mAP_valid_abs_values_6 | mAP_valid_abs_values_7 | mAP_valid_abs_values_8 | mAP_valid_abs_values_9 | mAP_valid_abs_values_10 | mAP_valid_abs_values_11 | mAP_valid_abs_values_12 | mAP_valid_abs_values_13 | mAP_valid_abs_values_14 | mAP_valid_abs_values_15 | mAP_valid_abs_values_16 | mAP_valid_abs_values_17 | mAP_valid_abs_values_18 | mAP_valid_abs_values_19 | mAP_valid_abs_values_20 | mAP_valid_abs_values_21 | mAP_valid_abs_values_22 | mAP_valid_abs_values_23 | mAP_valid_abs_values_24 | mAP_valid_abs_values_25 | mAP_valid_abs_values_26 | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 12 | 372 | 32 | 0.10 | 32 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 42.66 | 86.58 | 86.86 | 86.42 | 86.03 | 87.17 | 86.15 | 86.21 | 86.76 | 87.73 | 89.61 | 87.45 | 89.52 | 88.31 | 87.96 | 88.93 | 89.06 | 87.22 | 87.39 | 88.24 | 89.40 | 81.33 | 88.04 | 87.74 | 87.83 | 88.13 |
| 13 | 372 | 32 | 0.10 | 32 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 87.44 | 87.83 | 86.16 | 88.96 | 88.32 | 87.70 | 86.70 | 88.87 | 88.58 | 88.51 | 87.15 | 89.77 | 88.92 | 90.14 | 88.54 | 90.37 | 86.64 | 89.53 | 88.41 | 89.23 | 89.23 | 88.78 | 89.02 | 87.30 | 87.25 | 89.85 |
| 14 | 372 | 32 | 0.10 | 32 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 86.81 | 86.62 | 87.13 | 88.56 | 87.77 | 89.18 | 42.66 | 88.69 | 86.97 | 88.19 | 87.95 | 89.21 | 89.84 | 87.73 | 88.66 | 88.12 | 85.72 | 88.89 | 89.02 | 89.78 | 88.52 | 88.14 | 88.34 | 87.83 | 86.98 | 88.18 |
| 15 | 372 | 32 | 0.10 | 32 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 88.28 | 88.76 | 87.33 | 87.42 | 87.71 | 85.35 | 87.24 | 86.05 | 87.51 | 87.68 | 88.41 | 89.48 | 87.44 | 88.57 | 86.85 | 89.43 | 88.41 | 89.16 | 88.18 | 89.03 | 86.60 | 89.58 | 88.16 | 88.24 | 86.48 | 89.42 |
| 32 | 372 | 32 | 0.10 | 48 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 87.66 | 86.19 | 86.33 | 86.43 | 82.90 | 88.90 | 87.91 | 89.39 | 86.90 | 88.97 | 88.29 | 87.47 | 87.25 | 89.65 | 88.86 | 89.43 | 85.05 | 88.89 | 88.37 | 87.94 | 87.03 | 87.80 | 87.66 | 89.12 | 87.85 | 88.67 |
| 33 | 372 | 32 | 0.10 | 48 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 87.67 | 87.86 | 87.32 | 88.54 | 87.07 | 87.19 | 90.65 | 87.68 | 88.26 | 88.02 | 89.57 | 89.61 | 89.72 | 89.43 | 88.99 | 89.04 | 89.43 | 87.30 | 88.12 | 87.97 | 88.10 | 87.52 | 87.79 | 88.54 | 89.53 | 88.39 |
| 34 | 372 | 32 | 0.10 | 48 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 88.33 | 89.07 | 86.48 | 88.97 | 87.45 | 88.14 | 87.68 | 89.49 | 88.13 | 88.77 | 89.19 | 89.04 | 89.16 | 87.54 | 90.11 | 90.14 | 88.19 | 89.30 | 88.56 | 88.11 | 87.31 | 87.26 | 87.91 | 88.83 | 87.78 | 88.10 |
| 35 | 372 | 32 | 0.10 | 48 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 86.96 | 86.87 | 86.80 | 85.71 | 89.27 | 88.55 | 88.01 | 86.91 | 89.19 | 87.91 | 88.20 | 89.58 | 87.30 | 87.89 | 87.30 | 88.26 | 89.92 | 88.32 | 87.24 | 89.31 | 88.81 | 88.28 | 87.68 | 87.86 | 88.52 | 88.11 |
| 52 | 372 | 32 | 0.10 | 64 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 85.53 | 86.07 | 87.64 | 88.59 | 87.57 | 86.65 | 87.40 | 88.46 | 88.47 | 87.38 | 89.21 | 89.59 | 87.53 | 88.32 | 88.46 | 89.13 | 87.89 | 87.95 | 87.34 | 87.86 | 87.12 | 87.92 | 88.84 | 88.94 | 87.81 | 88.27 |
| 53 | 372 | 32 | 0.10 | 64 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 88.83 | 87.99 | 85.94 | 89.62 | 87.94 | 86.34 | 87.24 | 89.11 | 88.41 | 87.54 | 88.15 | 89.56 | 88.23 | 86.82 | 87.34 | 87.69 | 42.66 | 87.61 | 89.19 | 87.79 | 87.85 | 88.33 | 87.83 | 89.32 | 88.48 | 87.28 |
| 54 | 372 | 32 | 0.10 | 64 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 87.01 | 87.35 | 85.57 | 89.20 | 87.38 | 87.47 | 86.78 | 89.29 | 87.83 | 88.00 | 88.65 | 87.90 | 89.63 | 88.32 | 88.31 | 86.53 | 89.15 | 87.63 | 87.16 | 90.30 | 87.14 | 89.19 | 87.30 | 88.80 | 89.70 | 88.81 |
| 55 | 372 | 32 | 0.10 | 64 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 86.84 | 88.27 | 88.09 | 88.58 | 87.91 | 89.92 | 86.94 | 88.92 | 88.98 | 89.01 | 90.06 | 89.10 | 86.33 | 88.68 | 88.79 | 87.52 | 90.00 | 88.16 | 88.88 | 88.64 | 87.93 | 89.00 | 88.74 | 88.29 | 86.04 | 88.39 |
| 72 | 372 | 32 | 0.10 | 32 | 0.00100 | 36 | 0.000000e+00 | 0.000000e+00 | 86.05 | 86.07 | 87.58 | 87.86 | 87.38 | 87.92 | 87.86 | 87.17 | 86.03 | 86.74 | 88.65 | 89.64 | 86.31 | 87.71 | 87.88 | 88.96 | 88.05 | 89.23 | 90.24 | 89.17 | 88.46 | 89.50 | 88.71 | 86.55 | 88.96 | 88.43 |
| 73 | 372 | 32 | 0.10 | 32 | 0.00100 | 36 | 0.000000e+00 | 1.000000e-08 | 87.17 | 88.12 | 88.36 | 89.14 | 88.50 | 89.32 | 87.39 | 88.58 | 89.39 | 88.00 | 88.22 | 88.43 | 89.77 | 87.43 | 87.79 | 91.22 | 87.63 | 89.31 | 89.11 | 89.57 | 88.31 | 87.23 | 85.20 | 88.55 | 88.37 | 87.36 |
| 74 | 372 | 32 | 0.10 | 32 | 0.00100 | 36 | 1.000000e-08 | 0.000000e+00 | 88.24 | 87.55 | 88.25 | 88.54 | 87.58 | 89.18 | 89.00 | 88.54 | 89.62 | 88.75 | 87.76 | 87.73 | 88.43 | 87.36 | 88.59 | 89.07 | 88.94 | 88.92 | 89.03 | 89.03 | 89.17 | 87.49 | 86.36 | 88.95 | 87.24 | 87.49 |
| 75 | 372 | 32 | 0.10 | 32 | 0.00100 | 36 | 1.000000e-08 | 1.000000e-08 | 86.66 | 88.23 | 87.91 | 87.91 | 88.11 | 42.66 | 87.42 | 90.53 | 87.32 | 86.67 | 88.10 | 87.36 | 86.33 | 89.14 | 88.81 | 89.50 | 88.93 | 88.99 | 88.60 | 88.77 | 86.91 | 89.32 | 88.34 | 87.18 | 86.85 | 87.04 |
| 92 | 372 | 32 | 0.10 | 48 | 0.00100 | 36 | 0.000000e+00 | 0.000000e+00 | 86.07 | 87.25 | 87.91 | 88.03 | 88.19 | 87.95 | 88.99 | 87.56 | 87.06 | 87.50 | 88.58 | 87.82 | 87.46 | 90.48 | 88.44 | 87.70 | 86.87 | 88.79 | 87.83 | 88.55 | 88.02 | 88.34 | 88.83 | 87.79 | 88.47 | 87.02 |
| 93 | 372 | 32 | 0.10 | 48 | 0.00100 | 36 | 0.000000e+00 | 1.000000e-08 | 87.33 | 85.40 | 85.71 | 87.12 | 87.45 | 86.98 | 89.64 | 88.47 | 89.20 | 87.80 | 88.76 | 88.96 | 88.78 | 86.76 | 87.23 | 89.47 | 87.82 | 87.95 | 88.48 | 90.01 | 88.72 | 87.92 | 88.27 | 88.22 | 88.68 | 88.73 |
| 94 | 372 | 32 | 0.10 | 48 | 0.00100 | 36 | 1.000000e-08 | 0.000000e+00 | 86.14 | 88.73 | 87.75 | 87.56 | 87.91 | 87.62 | 88.94 | 86.68 | 89.99 | 88.56 | 89.00 | 89.53 | 88.94 | 88.33 | 88.46 | 87.72 | 88.93 | 87.45 | 87.09 | 88.96 | 88.01 | 87.78 | 86.44 | 89.08 | 88.27 | 87.58 |
| 95 | 372 | 32 | 0.10 | 48 | 0.00100 | 36 | 1.000000e-08 | 1.000000e-08 | 86.76 | 89.02 | 87.56 | 86.90 | 87.80 | 87.76 | 87.94 | 89.39 | 89.06 | 88.18 | 88.01 | 89.84 | 89.05 | 88.43 | 89.64 | 88.26 | 88.41 | 88.65 | 88.24 | 88.27 | 87.90 | 88.15 | 87.46 | 89.32 | 88.62 | 88.93 |
| 112 | 372 | 32 | 0.10 | 64 | 0.00100 | 36 | 0.000000e+00 | 0.000000e+00 | 84.84 | 88.09 | 85.44 | 88.34 | 87.26 | 87.55 | 86.96 | 87.76 | 88.46 | 89.18 | 89.57 | 89.46 | 87.98 | 88.03 | 88.19 | 87.82 | 87.87 | 88.66 | 89.64 | 88.86 | 87.19 | 87.52 | 87.96 | 86.58 | 85.70 | 88.70 |
| 113 | 372 | 32 | 0.10 | 64 | 0.00100 | 36 | 0.000000e+00 | 1.000000e-08 | 85.29 | 88.96 | 86.71 | 87.14 | 89.55 | 88.10 | 87.67 | 88.54 | 86.78 | 87.87 | 89.20 | 88.64 | 88.32 | 89.03 | 89.40 | 89.79 | 87.70 | 88.48 | 88.45 | 88.26 | 87.86 | 87.95 | 88.01 | 88.51 | 88.95 | 88.66 |
| 114 | 372 | 32 | 0.10 | 64 | 0.00100 | 36 | 1.000000e-08 | 0.000000e+00 | 87.98 | 87.35 | 87.91 | 88.30 | 86.45 | 87.84 | 86.19 | 90.12 | 88.59 | 88.64 | 88.36 | 89.05 | 88.45 | 87.18 | 88.47 | 89.35 | 87.71 | 88.12 | 87.80 | 88.66 | 87.98 | 88.30 | 88.15 | 87.51 | 88.94 | 87.12 |
| 115 | 372 | 32 | 0.10 | 64 | 0.00100 | 36 | 1.000000e-08 | 1.000000e-08 | 86.16 | 86.90 | 88.11 | 87.13 | 87.31 | 87.69 | 87.77 | 89.38 | 90.29 | 89.01 | 89.33 | 88.06 | 88.55 | 89.89 | 89.29 | 89.05 | 89.09 | 88.83 | 87.63 | 88.32 | 88.29 | 88.36 | 88.30 | 88.53 | 89.22 | 88.23 |
| 132 | 372 | 32 | 0.10 | 32 | 0.00100 | 48 | 0.000000e+00 | 0.000000e+00 | 86.70 | 85.54 | 87.63 | 87.37 | 88.00 | 86.69 | 87.72 | 88.37 | 86.24 | 88.65 | 89.29 | 90.58 | 88.00 | 88.68 | 88.43 | 88.21 | 90.66 | 87.09 | 89.88 | 90.21 | 87.95 | 88.79 | 88.32 | 88.08 | 89.11 | 86.70 |
| 133 | 372 | 32 | 0.10 | 32 | 0.00100 | 48 | 0.000000e+00 | 1.000000e-08 | 88.58 | 87.98 | 88.35 | 87.36 | 87.97 | 88.07 | 88.44 | 89.09 | 87.15 | 87.68 | 89.21 | 89.19 | 89.03 | 88.74 | 88.42 | 89.56 | 88.65 | 87.75 | 88.86 | 90.59 | 88.84 | 89.93 | 88.77 | 42.66 | 89.59 | 87.59 |
| 134 | 372 | 32 | 0.10 | 32 | 0.00100 | 48 | 1.000000e-08 | 0.000000e+00 | 87.62 | 88.16 | 87.13 | 87.66 | 88.59 | 90.59 | 89.29 | 87.54 | 89.06 | 88.37 | 88.94 | 90.51 | 89.24 | 88.46 | 88.73 | 87.22 | 87.98 | 89.37 | 90.09 | 88.66 | 88.78 | 88.28 | 88.97 | 74.03 | 89.78 | 88.96 |
| 135 | 372 | 32 | 0.10 | 32 | 0.00100 | 48 | 1.000000e-08 | 1.000000e-08 | 89.13 | 88.49 | 88.84 | 87.90 | 88.72 | 88.88 | 88.90 | 87.77 | 88.07 | 89.01 | 87.99 | 87.83 | 87.99 | 88.04 | 87.83 | 89.43 | 88.49 | 88.25 | 88.11 | 89.10 | 88.57 | 88.04 | 90.45 | 88.77 | 88.26 | 89.73 |
| 152 | 372 | 32 | 0.10 | 48 | 0.00100 | 48 | 0.000000e+00 | 0.000000e+00 | 88.88 | 87.72 | 85.74 | 89.42 | 87.13 | 89.20 | 88.83 | 89.13 | 89.05 | 88.91 | 89.06 | 90.29 | 87.40 | 87.82 | 88.72 | 86.52 | 89.25 | 86.57 | 87.82 | 91.44 | 89.73 | 88.99 | 87.78 | 76.30 | 87.56 | 78.41 |
| 153 | 372 | 32 | 0.10 | 48 | 0.00100 | 48 | 0.000000e+00 | 1.000000e-08 | 87.94 | 87.59 | 86.60 | 89.37 | 87.47 | 90.79 | 88.81 | 89.68 | 89.24 | 87.91 | 88.12 | 89.52 | 88.48 | 89.77 | 42.66 | 88.61 | 89.15 | 90.29 | 89.12 | 86.72 | 88.74 | 89.95 | 89.46 | 87.12 | 89.12 | 90.01 |
| 154 | 372 | 32 | 0.10 | 48 | 0.00100 | 48 | 1.000000e-08 | 0.000000e+00 | 87.74 | 87.70 | 87.61 | 88.44 | 87.71 | 88.85 | 87.55 | 88.37 | 89.67 | 88.10 | 89.20 | 89.36 | 89.53 | 87.43 | 88.75 | 87.32 | 89.41 | 90.38 | 88.94 | 92.03 | 89.24 | 89.48 | 88.68 | 88.84 | 88.97 | 88.42 |
| 155 | 372 | 32 | 0.10 | 48 | 0.00100 | 48 | 1.000000e-08 | 1.000000e-08 | 87.37 | 87.92 | 86.07 | 86.98 | 89.02 | 89.58 | 90.23 | 87.00 | 87.93 | 89.44 | 89.99 | 89.36 | 88.36 | 87.66 | 89.35 | 88.00 | 88.85 | 89.94 | 89.44 | 88.25 | 89.19 | 88.12 | 86.64 | 90.16 | 88.21 | 90.24 |
| 172 | 372 | 32 | 0.10 | 64 | 0.00100 | 48 | 0.000000e+00 | 0.000000e+00 | 88.76 | 88.38 | 88.89 | 89.94 | 86.58 | 88.90 | 89.08 | 89.19 | 88.08 | 88.61 | 89.44 | 88.87 | 90.04 | 87.62 | 88.79 | 87.67 | 89.55 | 88.81 | 89.18 | 88.62 | 88.22 | 89.09 | 88.86 | 87.76 | 89.54 | 89.62 |
| 173 | 372 | 32 | 0.10 | 64 | 0.00100 | 48 | 0.000000e+00 | 1.000000e-08 | 87.82 | 88.11 | 86.58 | 87.97 | 88.82 | 90.72 | 85.13 | 88.95 | 88.09 | 88.89 | 89.87 | 88.15 | 89.12 | 88.08 | 88.05 | 89.50 | 87.87 | 87.72 | 90.19 | 89.06 | 88.48 | 89.70 | 90.78 | 88.89 | 89.55 | 89.03 |
| 174 | 372 | 32 | 0.10 | 64 | 0.00100 | 48 | 1.000000e-08 | 0.000000e+00 | 86.76 | 86.53 | 88.63 | 87.29 | 88.42 | 88.18 | 87.49 | 42.66 | 87.90 | 88.13 | 91.25 | 89.10 | 88.51 | 89.15 | 86.75 | 87.69 | 90.28 | 87.35 | 89.94 | 88.16 | 87.39 | 76.29 | 87.07 | 88.73 | 87.98 | 88.02 |
| 175 | 372 | 32 | 0.10 | 64 | 0.00100 | 48 | 1.000000e-08 | 1.000000e-08 | 87.50 | 87.36 | 88.33 | 87.19 | 87.97 | 88.70 | 88.01 | 88.07 | 89.66 | 89.65 | 89.31 | 91.77 | 89.48 | 87.39 | 88.55 | 90.16 | 88.84 | 90.92 | 89.59 | 88.22 | 88.91 | 90.57 | 88.36 | 73.31 | 90.44 | 87.79 |
| 192 | 372 | 32 | 0.10 | 32 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 85.66 | 88.29 | 84.81 | 88.05 | 87.34 | 88.02 | 88.13 | 88.54 | 87.13 | 86.86 | 87.89 | 87.34 | 88.00 | 87.90 | 88.55 | 87.40 | 88.30 | 88.37 | 89.35 | 88.23 | 87.01 | 88.55 | 87.88 | 87.47 | 87.95 | 88.40 |
| 193 | 372 | 32 | 0.10 | 32 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 86.36 | 87.78 | 88.28 | 87.64 | 87.18 | 87.48 | 86.68 | 89.30 | 88.23 | 87.85 | 88.20 | 88.93 | 87.55 | 88.72 | 88.04 | 89.75 | 88.54 | 87.74 | 88.79 | 89.68 | 89.52 | 87.94 | 88.28 | 87.94 | 88.74 | 89.32 |
| 194 | 372 | 32 | 0.10 | 32 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 87.74 | 88.43 | 86.82 | 87.63 | 88.33 | 89.02 | 87.04 | 89.19 | 89.54 | 86.51 | 90.11 | 90.75 | 89.66 | 87.40 | 87.90 | 87.61 | 88.13 | 86.67 | 87.74 | 87.08 | 88.22 | 89.28 | 88.04 | 88.20 | 88.12 | 88.30 |
| 195 | 372 | 32 | 0.10 | 32 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 87.13 | 87.64 | 88.70 | 87.33 | 87.66 | 88.01 | 86.45 | 89.61 | 88.78 | 86.98 | 88.15 | 87.89 | 88.34 | 88.30 | 87.38 | 88.44 | 89.43 | 87.08 | 86.92 | 89.03 | 88.23 | 88.28 | 87.37 | 89.04 | 88.98 | 88.37 |
| 212 | 372 | 32 | 0.10 | 48 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 84.73 | 86.67 | 87.74 | 86.53 | 85.24 | 86.51 | 86.93 | 87.28 | 87.78 | 86.71 | 88.12 | 89.00 | 88.40 | 87.69 | 87.20 | 88.23 | 88.20 | 88.20 | 89.43 | 87.68 | 87.57 | 88.65 | 87.50 | 87.91 | 87.48 | 82.90 |
| 213 | 372 | 32 | 0.10 | 48 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 87.05 | 87.23 | 87.40 | 88.24 | 87.14 | 87.50 | 88.65 | 88.31 | 89.72 | 88.77 | 88.65 | 89.20 | 87.72 | 87.78 | 88.57 | 87.11 | 88.32 | 87.75 | 89.16 | 90.86 | 89.24 | 87.97 | 88.12 | 88.04 | 87.53 | 87.40 |
| 214 | 372 | 32 | 0.10 | 48 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 87.37 | 88.37 | 88.21 | 87.62 | 87.29 | 88.36 | 87.83 | 89.58 | 87.96 | 88.00 | 88.75 | 89.21 | 88.10 | 88.52 | 88.66 | 87.33 | 89.59 | 87.54 | 85.44 | 89.53 | 88.35 | 89.18 | 88.13 | 89.08 | 88.66 | 87.35 |
| 215 | 372 | 32 | 0.10 | 48 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 87.45 | 88.19 | 87.83 | 87.87 | 85.15 | 89.17 | 88.78 | 87.74 | 89.61 | 89.12 | 89.52 | 88.85 | 89.82 | 87.74 | 89.28 | 88.12 | 89.68 | 87.57 | 88.10 | 88.39 | 89.23 | 88.29 | 87.84 | 87.57 | 88.26 | 88.95 |
| 232 | 372 | 32 | 0.10 | 64 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 85.24 | 87.80 | 85.86 | 85.35 | 85.94 | 88.30 | 86.68 | 88.63 | 87.43 | 88.64 | 86.44 | 88.95 | 87.98 | 88.43 | 89.20 | 89.80 | 86.77 | 88.41 | 88.05 | 88.11 | 89.00 | 88.22 | 87.52 | 88.83 | 89.63 | 86.55 |
| 233 | 372 | 32 | 0.10 | 64 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 86.79 | 87.18 | 87.44 | 88.61 | 87.31 | 88.53 | 88.43 | 88.00 | 89.47 | 87.36 | 87.46 | 89.68 | 87.11 | 86.82 | 88.14 | 88.68 | 88.91 | 89.19 | 87.56 | 87.18 | 88.00 | 89.16 | 88.68 | 87.29 | 89.41 | 87.28 |
| 234 | 372 | 32 | 0.10 | 64 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 87.96 | 87.95 | 87.99 | 86.98 | 88.46 | 87.79 | 87.02 | 89.44 | 87.66 | 87.28 | 87.97 | 88.94 | 89.63 | 89.48 | 87.51 | 87.14 | 88.48 | 87.86 | 88.15 | 90.15 | 87.54 | 87.64 | 88.76 | 88.19 | 86.93 | 87.66 |
| 235 | 372 | 32 | 0.10 | 64 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 86.44 | 87.95 | 87.99 | 90.37 | 87.57 | 88.63 | 89.69 | 88.91 | 88.93 | 88.69 | 88.65 | 88.25 | 88.70 | 90.15 | 89.78 | 89.74 | 89.43 | 88.24 | 89.46 | 89.51 | 88.40 | 89.10 | 89.50 | 86.92 | 89.67 | 89.14 |
| 252 | 372 | 32 | 0.10 | 32 | 0.00001 | 36 | 0.000000e+00 | 0.000000e+00 | 85.84 | 86.07 | 86.93 | 89.26 | 87.39 | 87.84 | 87.41 | 89.84 | 88.74 | 87.16 | 89.11 | 89.30 | 88.09 | 89.45 | 86.76 | 89.03 | 88.44 | 89.15 | 90.23 | 88.82 | 88.96 | 89.53 | 88.87 | 87.93 | 89.21 | 88.52 |
| 253 | 372 | 32 | 0.10 | 32 | 0.00001 | 36 | 0.000000e+00 | 1.000000e-08 | 86.56 | 89.09 | 88.87 | 86.43 | 88.56 | 88.12 | 89.20 | 88.79 | 88.31 | 87.03 | 88.13 | 89.29 | 88.03 | 88.80 | 88.79 | 89.72 | 88.47 | 87.36 | 89.22 | 90.66 | 86.61 | 88.34 | 88.78 | 87.81 | 88.80 | 88.47 |
| 254 | 372 | 32 | 0.10 | 32 | 0.00001 | 36 | 1.000000e-08 | 0.000000e+00 | 88.46 | 86.11 | 87.73 | 87.30 | 88.46 | 88.72 | 87.89 | 87.98 | 87.67 | 87.67 | 89.51 | 89.84 | 89.22 | 86.37 | 88.97 | 88.87 | 87.49 | 88.04 | 86.81 | 87.60 | 88.33 | 89.21 | 87.42 | 88.61 | 86.80 | 86.69 |
| 255 | 372 | 32 | 0.10 | 32 | 0.00001 | 36 | 1.000000e-08 | 1.000000e-08 | 86.07 | 87.44 | 85.19 | 88.77 | 88.12 | 86.63 | 87.78 | 88.69 | 88.12 | 88.85 | 88.61 | 88.77 | 88.58 | 89.13 | 88.79 | 88.51 | 88.21 | 88.21 | 89.70 | 88.39 | 87.46 | 88.73 | 87.21 | 89.75 | 88.62 | 87.71 |
| 272 | 372 | 32 | 0.10 | 48 | 0.00001 | 36 | 0.000000e+00 | 0.000000e+00 | 86.85 | 87.64 | 88.90 | 87.48 | 87.03 | 87.46 | 87.58 | 88.50 | 88.62 | 89.14 | 89.50 | 88.21 | 88.51 | 87.37 | 89.21 | 88.51 | 87.99 | 88.61 | 88.72 | 88.36 | 88.76 | 87.43 | 84.11 | 89.12 | 88.77 | 86.82 |
| 273 | 372 | 32 | 0.10 | 48 | 0.00001 | 36 | 0.000000e+00 | 1.000000e-08 | 85.15 | 87.31 | 88.55 | 87.32 | 88.51 | 88.33 | 87.98 | 89.45 | 88.42 | 86.67 | 89.54 | 88.77 | 89.03 | 88.59 | 85.93 | 89.37 | 89.34 | 88.28 | 88.92 | 87.23 | 86.02 | 89.37 | 87.78 | 86.66 | 88.04 | 88.15 |
| 274 | 372 | 32 | 0.10 | 48 | 0.00001 | 36 | 1.000000e-08 | 0.000000e+00 | 87.29 | 86.35 | 87.44 | 88.59 | 87.98 | 88.41 | 87.71 | 89.85 | 89.04 | 88.40 | 89.20 | 89.38 | 86.97 | 88.34 | 88.81 | 89.01 | 87.51 | 85.78 | 87.94 | 87.71 | 88.91 | 89.48 | 87.28 | 88.72 | 87.65 | 88.71 |
| 275 | 372 | 32 | 0.10 | 48 | 0.00001 | 36 | 1.000000e-08 | 1.000000e-08 | 86.01 | 88.21 | 85.56 | 89.03 | 87.50 | 88.18 | 88.30 | 88.40 | 87.61 | 87.98 | 88.67 | 88.54 | 89.11 | 87.52 | 86.59 | 87.78 | 86.49 | 89.12 | 87.38 | 88.82 | 88.08 | 88.03 | 86.76 | 88.19 | 88.03 | 88.31 |
| 292 | 372 | 32 | 0.10 | 64 | 0.00001 | 36 | 0.000000e+00 | 0.000000e+00 | 87.34 | 88.42 | 87.36 | 87.44 | 89.27 | 88.44 | 86.11 | 88.83 | 90.37 | 88.62 | 89.73 | 89.88 | 85.24 | 87.72 | 88.34 | 88.87 | 87.65 | 86.93 | 88.02 | 88.45 | 88.90 | 87.22 | 88.10 | 87.64 | 80.18 | 87.47 |
| 293 | 372 | 32 | 0.10 | 64 | 0.00001 | 36 | 0.000000e+00 | 1.000000e-08 | 87.08 | 89.67 | 86.99 | 87.35 | 86.85 | 88.92 | 88.79 | 87.61 | 87.63 | 87.49 | 86.70 | 88.44 | 88.44 | 87.48 | 89.44 | 88.44 | 88.22 | 88.41 | 87.67 | 88.06 | 87.20 | 89.67 | 88.03 | 88.02 | 87.80 | 88.83 |
| 294 | 372 | 32 | 0.10 | 64 | 0.00001 | 36 | 1.000000e-08 | 0.000000e+00 | 87.06 | 89.18 | 87.29 | 88.85 | 86.50 | 86.48 | 88.23 | 88.43 | 89.51 | 88.69 | 87.38 | 90.39 | 90.68 | 89.59 | 89.05 | 87.56 | 88.00 | 87.64 | 88.99 | 88.26 | 88.63 | 88.20 | 86.87 | 87.31 | 89.19 | 87.62 |
| 295 | 372 | 32 | 0.10 | 64 | 0.00001 | 36 | 1.000000e-08 | 1.000000e-08 | 86.52 | 87.85 | 88.33 | 88.06 | 87.33 | 87.61 | 87.34 | 88.52 | 89.63 | 87.69 | 88.02 | 88.49 | 88.13 | 88.36 | 88.62 | 89.07 | 88.71 | 87.81 | 87.34 | 88.27 | 88.50 | 88.98 | 88.15 | 88.03 | 88.68 | 87.83 |
| 312 | 372 | 32 | 0.10 | 32 | 0.00001 | 48 | 0.000000e+00 | 0.000000e+00 | 87.33 | 89.78 | 88.48 | 87.69 | 87.56 | 89.58 | 87.97 | 87.80 | 86.52 | 88.01 | 89.74 | 89.74 | 89.62 | 89.68 | 88.28 | 89.04 | 86.97 | 89.78 | 87.77 | 89.57 | 89.57 | 89.05 | 86.57 | 88.36 | 89.00 | 89.28 |
| 313 | 372 | 32 | 0.10 | 32 | 0.00001 | 48 | 0.000000e+00 | 1.000000e-08 | 86.05 | 87.74 | 88.49 | 87.43 | 87.63 | 90.41 | 87.31 | 88.15 | 88.24 | 88.90 | 89.03 | 90.03 | 88.63 | 87.59 | 88.47 | 90.37 | 87.90 | 88.68 | 90.72 | 90.98 | 87.65 | 88.24 | 89.06 | 89.20 | 89.08 | 89.09 |
| 314 | 372 | 32 | 0.10 | 32 | 0.00001 | 48 | 1.000000e-08 | 0.000000e+00 | 88.04 | 86.87 | 88.23 | 86.74 | 87.88 | 88.85 | 89.48 | 87.91 | 88.62 | 88.30 | 90.15 | 88.50 | 88.63 | 89.18 | 89.00 | 89.79 | 91.24 | 88.37 | 88.11 | 88.14 | 89.68 | 87.81 | 89.94 | 88.70 | 88.39 | 73.75 |
| 315 | 372 | 32 | 0.10 | 32 | 0.00001 | 48 | 1.000000e-08 | 1.000000e-08 | 88.28 | 87.77 | 86.53 | 89.66 | 85.69 | 89.33 | 87.97 | 89.00 | 88.38 | 90.15 | 89.88 | 89.77 | 86.78 | 89.42 | 89.16 | 89.86 | 87.11 | 89.18 | 90.81 | 88.49 | 87.50 | 90.41 | 74.11 | 70.22 | 88.89 | 88.39 |
| 332 | 372 | 32 | 0.10 | 48 | 0.00001 | 48 | 0.000000e+00 | 0.000000e+00 | 85.64 | 87.36 | 89.31 | 87.01 | 86.75 | 88.81 | 87.24 | 88.53 | 87.74 | 88.08 | 89.45 | 90.77 | 90.36 | 89.00 | 90.77 | 88.92 | 88.12 | 89.50 | 88.41 | 91.52 | 88.36 | 88.71 | 74.73 | 89.30 | 88.98 | 75.87 |
| 333 | 372 | 32 | 0.10 | 48 | 0.00001 | 48 | 0.000000e+00 | 1.000000e-08 | 87.20 | 86.82 | 88.29 | 88.49 | 88.04 | 90.27 | 89.04 | 89.19 | 88.72 | 87.65 | 90.39 | 91.06 | 88.75 | 88.35 | 88.57 | 87.83 | 89.11 | 91.08 | 88.71 | 91.71 | 76.73 | 90.02 | 88.57 | 89.23 | 90.12 | 89.83 |
| 334 | 372 | 32 | 0.10 | 48 | 0.00001 | 48 | 1.000000e-08 | 0.000000e+00 | 86.89 | 90.08 | 87.00 | 89.22 | 87.81 | 88.93 | 89.35 | 88.96 | 87.21 | 87.78 | 87.64 | 89.92 | 89.11 | 88.27 | 88.04 | 88.43 | 87.50 | 88.62 | 88.95 | 89.42 | 89.22 | 89.82 | 86.97 | 89.79 | 89.02 | 89.58 |
| 335 | 372 | 32 | 0.10 | 48 | 0.00001 | 48 | 1.000000e-08 | 1.000000e-08 | 87.66 | 88.66 | 87.42 | 86.36 | 89.35 | 88.23 | 88.41 | 88.69 | 88.15 | 89.51 | 88.55 | 89.55 | 88.98 | 89.19 | 87.20 | 87.72 | 88.29 | 88.84 | 89.78 | 90.24 | 89.18 | 88.41 | 89.39 | 89.11 | 87.20 | 88.42 |
| 352 | 372 | 32 | 0.10 | 64 | 0.00001 | 48 | 0.000000e+00 | 0.000000e+00 | 87.23 | 87.96 | 87.39 | 87.75 | 86.72 | 89.04 | 87.80 | 88.11 | 88.34 | 88.71 | 90.25 | 90.08 | 87.14 | 88.67 | 89.26 | 87.82 | 87.51 | 88.84 | 87.52 | 87.75 | 89.81 | 87.38 | 88.96 | 87.92 | 78.94 | 90.13 |
| 353 | 372 | 32 | 0.10 | 64 | 0.00001 | 48 | 0.000000e+00 | 1.000000e-08 | 88.24 | 86.78 | 87.15 | 87.78 | 87.58 | 87.66 | 88.77 | 87.64 | 87.59 | 88.72 | 91.78 | 90.05 | 87.55 | 86.71 | 89.43 | 87.42 | 87.08 | 88.56 | 89.16 | 90.60 | 88.71 | 89.36 | 87.97 | 87.69 | 88.89 | 89.16 |
| 354 | 372 | 32 | 0.10 | 64 | 0.00001 | 48 | 1.000000e-08 | 0.000000e+00 | 88.32 | 86.84 | 87.83 | 88.35 | 75.00 | 88.62 | 88.11 | 88.90 | 89.33 | 87.65 | 89.95 | 91.79 | 88.59 | 88.32 | 87.77 | 89.14 | 88.12 | 89.23 | 90.51 | 89.16 | 86.22 | 88.38 | 90.07 | 87.98 | 89.45 | 88.21 |
| 355 | 372 | 32 | 0.10 | 64 | 0.00001 | 48 | 1.000000e-08 | 1.000000e-08 | 88.28 | 87.92 | 88.12 | 87.25 | 88.03 | 90.01 | 88.29 | 88.72 | 88.48 | 87.57 | 88.99 | 90.98 | 89.20 | 86.85 | 89.91 | 86.18 | 89.09 | 87.79 | 89.03 | 89.57 | 91.80 | 88.53 | 88.30 | 89.35 | 89.23 | 88.32 |
| 372 | 372 | 32 | 0.01 | 32 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 89.38 | 90.02 | 89.67 | 89.47 | 88.93 | 91.25 | 90.09 | 90.61 | 89.26 | 89.92 | 90.80 | 90.39 | 90.38 | 90.21 | 90.48 | 87.24 | 89.70 | 89.49 | 90.89 | 90.88 | 87.29 | 91.39 | 91.10 | 88.50 | 88.75 | 87.89 |
| 373 | 372 | 32 | 0.01 | 32 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 90.61 | 89.45 | 89.66 | 89.40 | 88.24 | 89.20 | 90.12 | 89.74 | 90.15 | 88.59 | 89.70 | 89.73 | 89.39 | 89.56 | 89.88 | 89.71 | 90.76 | 89.25 | 90.60 | 90.60 | 90.69 | 89.69 | 90.17 | 89.02 | 90.31 | 88.15 |
| 374 | 372 | 32 | 0.01 | 32 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 89.83 | 90.11 | 90.63 | 90.50 | 88.51 | 90.94 | 90.51 | 89.24 | 89.84 | 89.52 | 91.25 | 90.05 | 89.58 | 90.39 | 90.53 | 91.30 | 90.19 | 88.97 | 89.78 | 91.02 | 89.98 | 88.33 | 89.15 | 89.90 | 90.74 | 88.05 |
| 375 | 372 | 32 | 0.01 | 32 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 89.44 | 90.34 | 90.25 | 89.50 | 90.05 | 91.07 | 89.24 | 88.37 | 89.74 | 90.31 | 90.62 | 88.79 | 90.74 | 89.99 | 88.31 | 89.78 | 87.35 | 89.06 | 88.81 | 90.34 | 88.62 | 89.92 | 90.38 | 88.51 | 89.18 | 89.03 |
| 392 | 372 | 32 | 0.01 | 48 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 87.94 | 89.78 | 90.21 | 88.72 | 90.50 | 90.49 | 90.26 | 89.11 | 89.03 | 90.25 | 90.13 | 90.24 | 88.97 | 90.05 | 89.14 | 90.25 | 89.72 | 89.70 | 89.30 | 90.50 | 90.15 | 90.66 | 88.69 | 89.03 | 88.73 | 88.51 |
| 393 | 372 | 32 | 0.01 | 48 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 90.05 | 89.33 | 89.99 | 88.65 | 89.50 | 89.47 | 89.55 | 89.49 | 89.68 | 88.12 | 90.66 | 92.12 | 89.96 | 88.60 | 89.55 | 90.19 | 88.40 | 89.78 | 91.11 | 90.83 | 89.72 | 89.89 | 90.21 | 89.27 | 91.49 | 89.28 |
| 394 | 372 | 32 | 0.01 | 48 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 89.62 | 89.60 | 89.64 | 89.23 | 90.38 | 89.72 | 89.21 | 89.84 | 89.39 | 90.60 | 89.84 | 90.89 | 90.96 | 89.71 | 89.35 | 89.49 | 89.42 | 88.87 | 88.69 | 89.95 | 90.39 | 90.65 | 88.84 | 90.24 | 88.77 | 89.02 |
| 395 | 372 | 32 | 0.01 | 48 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 88.23 | 90.78 | 88.77 | 89.19 | 90.96 | 90.14 | 88.87 | 91.68 | 87.77 | 89.70 | 90.82 | 90.00 | 89.90 | 90.28 | 88.73 | 88.78 | 89.95 | 88.76 | 90.04 | 90.86 | 88.73 | 89.09 | 90.04 | 87.42 | 90.13 | 88.86 |
| 412 | 372 | 32 | 0.01 | 64 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 89.43 | 89.67 | 89.03 | 89.89 | 89.25 | 88.95 | 88.39 | 89.67 | 90.08 | 90.53 | 90.78 | 89.98 | 90.32 | 89.92 | 89.84 | 90.50 | 89.45 | 88.79 | 90.33 | 90.65 | 89.61 | 89.42 | 88.83 | 90.11 | 88.63 | 89.67 |
| 413 | 372 | 32 | 0.01 | 64 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 89.53 | 89.67 | 89.37 | 88.95 | 88.84 | 90.33 | 89.05 | 88.99 | 88.36 | 89.66 | 89.40 | 90.78 | 89.63 | 88.50 | 89.73 | 90.30 | 88.33 | 88.90 | 90.82 | 89.54 | 87.96 | 90.11 | 89.39 | 90.85 | 91.37 | 89.37 |
| 414 | 372 | 32 | 0.01 | 64 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 89.47 | 90.52 | 88.59 | 90.01 | 90.42 | 88.91 | 89.11 | 89.42 | 88.62 | 89.23 | 90.57 | 90.01 | 90.13 | 90.55 | 89.47 | 89.79 | 90.07 | 88.97 | 90.44 | 90.46 | 90.01 | 89.67 | 88.59 | 90.99 | 89.89 | 89.95 |
| 415 | 372 | 32 | 0.01 | 64 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 88.62 | 90.28 | 89.67 | 88.85 | 87.69 | 90.45 | 89.70 | 91.10 | 88.64 | 89.91 | 90.58 | 90.54 | 88.84 | 88.84 | 88.54 | 89.93 | 89.52 | 91.89 | 90.23 | 90.92 | 90.27 | 91.62 | 89.63 | 89.37 | 89.93 | 89.42 |
| 432 | 372 | 32 | 0.01 | 32 | 0.00100 | 36 | 0.000000e+00 | 0.000000e+00 | 90.23 | 88.91 | 87.91 | 89.91 | 89.26 | 89.46 | 88.70 | 90.65 | 89.37 | 88.73 | 90.39 | 90.17 | 88.21 | 88.70 | 90.36 | 89.40 | 90.41 | 88.88 | 89.51 | 90.21 | 89.24 | 89.33 | 89.21 | 90.30 | 89.79 | 88.13 |
| 433 | 372 | 32 | 0.01 | 32 | 0.00100 | 36 | 0.000000e+00 | 1.000000e-08 | 90.09 | 90.80 | 88.91 | 88.76 | 87.95 | 89.01 | 89.52 | 89.00 | 88.56 | 89.13 | 90.02 | 91.27 | 88.12 | 89.49 | 89.31 | 90.11 | 89.06 | 90.13 | 90.83 | 89.06 | 89.61 | 88.91 | 88.51 | 88.96 | 88.65 | 88.68 |
| 434 | 372 | 32 | 0.01 | 32 | 0.00100 | 36 | 1.000000e-08 | 0.000000e+00 | 89.39 | 89.63 | 89.05 | 88.57 | 88.31 | 90.51 | 89.70 | 90.48 | 90.72 | 89.17 | 90.12 | 89.89 | 88.24 | 90.11 | 89.43 | 88.86 | 89.97 | 88.98 | 89.91 | 91.34 | 88.79 | 90.47 | 89.68 | 88.27 | 88.54 | 88.93 |
| 435 | 372 | 32 | 0.01 | 32 | 0.00100 | 36 | 1.000000e-08 | 1.000000e-08 | 87.81 | 89.55 | 89.02 | 89.76 | 90.09 | 89.91 | 89.16 | 89.79 | 89.73 | 89.61 | 90.12 | 90.53 | 90.02 | 89.73 | 88.44 | 89.46 | 88.98 | 90.20 | 88.57 | 89.11 | 89.21 | 90.07 | 88.61 | 89.58 | 88.61 | 90.39 |
| 452 | 372 | 32 | 0.01 | 48 | 0.00100 | 36 | 0.000000e+00 | 0.000000e+00 | 88.53 | 90.00 | 89.39 | 88.75 | 87.69 | 89.27 | 87.97 | 89.08 | 88.29 | 89.47 | 89.19 | 90.14 | 90.15 | 89.76 | 89.76 | 88.19 | 89.31 | 89.41 | 89.76 | 91.00 | 90.36 | 88.30 | 87.49 | 89.47 | 89.31 | 88.05 |
| 453 | 372 | 32 | 0.01 | 48 | 0.00100 | 36 | 0.000000e+00 | 1.000000e-08 | 91.28 | 89.66 | 89.01 | 89.57 | 87.65 | 89.76 | 88.61 | 88.50 | 90.13 | 90.25 | 90.16 | 89.92 | 88.62 | 89.56 | 88.86 | 89.77 | 90.56 | 89.79 | 89.67 | 89.93 | 89.29 | 90.40 | 89.06 | 88.15 | 88.95 | 87.85 |
| 454 | 372 | 32 | 0.01 | 48 | 0.00100 | 36 | 1.000000e-08 | 0.000000e+00 | 89.24 | 89.53 | 88.95 | 89.72 | 89.94 | 88.88 | 91.76 | 89.67 | 90.23 | 88.79 | 90.12 | 88.83 | 91.00 | 89.50 | 89.98 | 89.24 | 89.07 | 90.53 | 90.00 | 90.89 | 89.99 | 89.28 | 88.50 | 90.63 | 88.45 | 88.01 |
| 455 | 372 | 32 | 0.01 | 48 | 0.00100 | 36 | 1.000000e-08 | 1.000000e-08 | 90.57 | 89.30 | 88.55 | 90.87 | 90.71 | 89.53 | 87.36 | 89.71 | 89.83 | 90.80 | 89.56 | 89.38 | 90.15 | 89.76 | 89.42 | 90.49 | 88.45 | 89.05 | 89.70 | 90.21 | 89.53 | 89.07 | 90.26 | 88.71 | 88.13 | 88.73 |
| 472 | 372 | 32 | 0.01 | 64 | 0.00100 | 36 | 0.000000e+00 | 0.000000e+00 | 89.27 | 89.12 | 86.62 | 89.04 | 88.86 | 89.81 | 86.71 | 88.79 | 88.45 | 88.58 | 90.25 | 90.83 | 88.62 | 88.81 | 88.78 | 90.63 | 89.28 | 89.93 | 90.02 | 90.65 | 87.09 | 87.20 | 87.69 | 89.37 | 88.31 | 88.82 |
| 473 | 372 | 32 | 0.01 | 64 | 0.00100 | 36 | 0.000000e+00 | 1.000000e-08 | 88.33 | 88.11 | 88.67 | 89.05 | 88.88 | 88.85 | 88.18 | 89.65 | 88.70 | 89.06 | 89.24 | 89.59 | 88.65 | 89.25 | 90.09 | 89.71 | 89.26 | 88.92 | 90.56 | 89.41 | 89.98 | 89.43 | 87.70 | 88.22 | 88.60 | 89.83 |
| 474 | 372 | 32 | 0.01 | 64 | 0.00100 | 36 | 1.000000e-08 | 0.000000e+00 | 89.27 | 90.05 | 89.26 | 90.37 | 90.38 | 89.81 | 88.25 | 87.88 | 88.21 | 88.12 | 89.96 | 89.45 | 90.18 | 88.90 | 90.09 | 88.93 | 89.25 | 88.97 | 89.03 | 88.76 | 90.28 | 90.37 | 89.65 | 87.44 | 88.76 | 89.33 |
| 475 | 372 | 32 | 0.01 | 64 | 0.00100 | 36 | 1.000000e-08 | 1.000000e-08 | 89.22 | 88.87 | 87.93 | 89.70 | 87.57 | 89.56 | 88.17 | 88.50 | 88.78 | 89.47 | 88.89 | 89.47 | 88.10 | 88.99 | 88.99 | 88.25 | 89.04 | 88.65 | 88.89 | 89.92 | 89.12 | 89.18 | 88.18 | 88.61 | 88.89 | 89.05 |
| 492 | 372 | 32 | 0.01 | 32 | 0.00100 | 48 | 0.000000e+00 | 0.000000e+00 | 89.61 | 89.43 | 90.06 | 88.98 | 89.16 | 88.05 | 89.82 | 89.05 | 89.16 | 88.65 | 90.41 | 89.69 | 90.50 | 89.46 | 89.45 | 89.12 | 90.29 | 90.03 | 89.29 | 89.22 | 89.21 | 89.88 | 89.88 | 89.01 | 88.61 | 86.96 |
| 493 | 372 | 32 | 0.01 | 32 | 0.00100 | 48 | 0.000000e+00 | 1.000000e-08 | 89.22 | 90.26 | 89.44 | 90.07 | 88.85 | 89.92 | 89.98 | 89.41 | 88.70 | 89.74 | 90.59 | 88.80 | 89.16 | 90.09 | 89.48 | 89.53 | 91.31 | 90.60 | 89.66 | 89.95 | 91.14 | 88.07 | 88.22 | 89.85 | 89.60 | 89.79 |
| 494 | 372 | 32 | 0.01 | 32 | 0.00100 | 48 | 1.000000e-08 | 0.000000e+00 | 88.81 | 89.98 | 89.75 | 90.52 | 90.81 | 90.01 | 88.90 | 89.79 | 89.39 | 89.16 | 88.64 | 90.57 | 88.43 | 90.57 | 90.50 | 89.66 | 90.00 | 89.46 | 90.08 | 89.53 | 88.70 | 89.32 | 89.82 | 90.44 | 90.36 | 89.80 |
| 495 | 372 | 32 | 0.01 | 32 | 0.00100 | 48 | 1.000000e-08 | 1.000000e-08 | 88.23 | 90.59 | 88.36 | 89.86 | 90.46 | 89.55 | 88.20 | 89.39 | 89.20 | 89.10 | 88.61 | 89.95 | 89.60 | 88.07 | 90.59 | 89.49 | 88.11 | 90.00 | 89.75 | 90.05 | 88.76 | 90.10 | 88.77 | 89.38 | 88.53 | 88.37 |
| 512 | 372 | 32 | 0.01 | 48 | 0.00100 | 48 | 0.000000e+00 | 0.000000e+00 | 87.94 | 91.29 | 89.72 | 90.91 | 89.40 | 88.61 | 90.06 | 89.23 | 88.84 | 89.76 | 89.71 | 90.09 | 89.65 | 90.37 | 88.90 | 88.37 | 89.20 | 88.64 | 89.46 | 89.82 | 90.65 | 90.34 | 88.77 | 89.09 | 89.62 | 88.65 |
| 513 | 372 | 32 | 0.01 | 48 | 0.00100 | 48 | 0.000000e+00 | 1.000000e-08 | 88.52 | 88.70 | 88.16 | 89.21 | 88.66 | 90.93 | 89.75 | 90.39 | 88.68 | 88.93 | 89.36 | 90.87 | 88.82 | 90.58 | 88.59 | 90.40 | 89.32 | 91.23 | 90.01 | 90.23 | 91.36 | 89.50 | 88.77 | 90.00 | 88.81 | 89.51 |
| 514 | 372 | 32 | 0.01 | 48 | 0.00100 | 48 | 1.000000e-08 | 0.000000e+00 | 89.94 | 90.01 | 88.70 | 89.46 | 88.29 | 90.21 | 87.11 | 90.31 | 88.46 | 89.39 | 88.65 | 91.75 | 91.96 | 88.18 | 91.42 | 89.71 | 91.30 | 90.26 | 91.04 | 91.24 | 88.22 | 78.16 | 88.60 | 88.51 | 89.85 | 90.14 |
| 515 | 372 | 32 | 0.01 | 48 | 0.00100 | 48 | 1.000000e-08 | 1.000000e-08 | 88.37 | 89.97 | 89.57 | 88.21 | 90.19 | 91.02 | 89.44 | 89.40 | 90.08 | 89.48 | 89.89 | 91.98 | 89.57 | 89.01 | 88.63 | 89.08 | 89.38 | 90.66 | 90.36 | 91.89 | 90.68 | 89.45 | 87.78 | 88.94 | 89.56 | 88.29 |
| 532 | 372 | 32 | 0.01 | 64 | 0.00100 | 48 | 0.000000e+00 | 0.000000e+00 | 89.10 | 89.46 | 90.30 | 88.05 | 89.07 | 88.53 | 89.08 | 89.65 | 88.92 | 89.98 | 90.98 | 89.94 | 85.56 | 90.57 | 91.10 | 90.54 | 88.67 | 89.87 | 90.80 | 91.22 | 89.44 | 89.66 | 86.45 | 88.99 | 89.50 | 88.80 |
| 533 | 372 | 32 | 0.01 | 64 | 0.00100 | 48 | 0.000000e+00 | 1.000000e-08 | 88.26 | 90.04 | 89.79 | 90.36 | 89.04 | 90.54 | 90.65 | 89.24 | 88.76 | 89.26 | 88.52 | 91.48 | 89.28 | 88.06 | 89.15 | 89.37 | 91.34 | 90.46 | 89.52 | 88.97 | 88.61 | 90.36 | 89.09 | 90.14 | 88.14 | 87.47 |
| 534 | 372 | 32 | 0.01 | 64 | 0.00100 | 48 | 1.000000e-08 | 0.000000e+00 | 89.29 | 89.06 | 89.52 | 89.94 | 87.75 | 89.31 | 89.97 | 88.93 | 89.94 | 90.16 | 90.32 | 91.02 | 87.90 | 90.43 | 89.87 | 89.55 | 89.44 | 89.95 | 88.70 | 90.84 | 89.79 | 89.92 | 87.45 | 89.79 | 89.90 | 90.79 |
| 535 | 372 | 32 | 0.01 | 64 | 0.00100 | 48 | 1.000000e-08 | 1.000000e-08 | 88.59 | 89.95 | 89.02 | 87.86 | 89.06 | 89.66 | 88.37 | 89.82 | 89.10 | 89.54 | 88.40 | 89.71 | 89.68 | 90.53 | 76.58 | 89.83 | 90.87 | 90.34 | 91.04 | 91.98 | 89.45 | 84.01 | 87.63 | 89.73 | 88.97 | 89.89 |
| 552 | 372 | 32 | 0.01 | 32 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 91.26 | 90.57 | 90.39 | 90.41 | 87.78 | 89.70 | 89.23 | 90.62 | 89.48 | 89.54 | 90.40 | 91.52 | 88.69 | 89.65 | 89.74 | 89.42 | 90.34 | 89.73 | 90.73 | 91.23 | 90.27 | 90.64 | 88.92 | 90.91 | 89.66 | 88.19 |
| 553 | 372 | 32 | 0.01 | 32 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 89.50 | 89.91 | 89.43 | 90.31 | 88.57 | 90.04 | 90.05 | 89.33 | 89.29 | 91.56 | 90.15 | 89.97 | 89.95 | 89.86 | 89.44 | 89.29 | 89.90 | 89.83 | 89.67 | 90.29 | 88.52 | 89.92 | 90.34 | 89.61 | 89.38 | 88.91 |
| 554 | 372 | 32 | 0.01 | 32 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 89.58 | 90.89 | 90.01 | 89.80 | 89.58 | 89.65 | 89.26 | 89.53 | 88.36 | 88.80 | 90.84 | 89.31 | 89.82 | 88.76 | 90.34 | 89.23 | 89.86 | 89.44 | 89.93 | 90.13 | 89.26 | 89.71 | 89.16 | 89.73 | 87.21 | 89.55 |
| 555 | 372 | 32 | 0.01 | 32 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 89.39 | 89.94 | 88.61 | 89.74 | 89.53 | 90.27 | 89.40 | 88.95 | 89.34 | 88.49 | 90.63 | 89.41 | 90.34 | 89.08 | 89.40 | 90.63 | 90.09 | 90.17 | 90.53 | 90.98 | 89.42 | 90.46 | 89.42 | 88.38 | 88.95 | 88.10 |
| 572 | 372 | 32 | 0.01 | 48 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 87.65 | 88.79 | 89.27 | 88.78 | 89.95 | 88.64 | 88.26 | 89.07 | 90.08 | 91.17 | 90.48 | 90.40 | 90.94 | 90.22 | 90.09 | 88.93 | 89.15 | 88.87 | 91.04 | 90.15 | 87.81 | 90.00 | 88.90 | 89.83 | 91.05 | 90.59 |
| 573 | 372 | 32 | 0.01 | 48 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 88.25 | 87.88 | 90.53 | 89.20 | 88.78 | 90.64 | 88.34 | 88.44 | 89.25 | 89.30 | 90.56 | 90.66 | 89.59 | 89.46 | 90.40 | 90.07 | 89.17 | 90.04 | 90.00 | 89.56 | 87.37 | 90.93 | 89.36 | 88.74 | 90.90 | 91.39 |
| 574 | 372 | 32 | 0.01 | 48 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 88.80 | 90.39 | 89.45 | 89.48 | 90.12 | 89.81 | 89.88 | 90.22 | 90.07 | 90.04 | 89.86 | 90.98 | 90.13 | 91.29 | 89.21 | 90.00 | 89.58 | 90.51 | 90.20 | 90.67 | 88.94 | 90.61 | 87.88 | 89.48 | 88.71 | 88.68 |
| 575 | 372 | 32 | 0.01 | 48 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 89.05 | 90.18 | 90.61 | 90.09 | 90.14 | 89.98 | 90.84 | 90.18 | 88.71 | 89.35 | 90.80 | 91.07 | 90.10 | 89.75 | 90.40 | 90.26 | 89.70 | 89.23 | 90.58 | 90.61 | 90.69 | 89.59 | 88.18 | 89.56 | 90.81 | 88.74 |
| 592 | 372 | 32 | 0.01 | 64 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 89.86 | 88.38 | 90.61 | 89.66 | 89.31 | 90.22 | 90.30 | 90.84 | 88.69 | 90.01 | 90.89 | 90.40 | 90.47 | 90.14 | 89.57 | 89.04 | 88.33 | 89.68 | 90.17 | 89.70 | 87.85 | 90.85 | 89.26 | 90.48 | 91.34 | 89.54 |
| 593 | 372 | 32 | 0.01 | 64 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 88.91 | 90.62 | 88.60 | 90.31 | 89.13 | 89.05 | 87.41 | 89.38 | 89.45 | 87.65 | 89.65 | 91.34 | 88.56 | 89.43 | 88.98 | 89.29 | 89.93 | 88.59 | 90.31 | 89.53 | 89.66 | 90.52 | 88.17 | 89.62 | 89.12 | 88.82 |
| 594 | 372 | 32 | 0.01 | 64 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 89.14 | 90.32 | 89.36 | 90.13 | 90.32 | 91.03 | 87.89 | 90.89 | 89.37 | 88.79 | 90.47 | 90.05 | 90.23 | 88.82 | 89.89 | 88.58 | 89.67 | 90.15 | 89.67 | 89.66 | 89.57 | 90.20 | 90.30 | 88.96 | 88.86 | 88.82 |
| 595 | 372 | 32 | 0.01 | 64 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 90.02 | 89.65 | 88.09 | 89.71 | 91.04 | 89.88 | 90.93 | 89.67 | 90.29 | 88.97 | 91.18 | 89.84 | 90.45 | 88.76 | 89.28 | 88.84 | 90.61 | 91.06 | 90.17 | 91.05 | 89.91 | 89.99 | 90.09 | 89.66 | 89.14 | 90.62 |
| 612 | 372 | 32 | 0.01 | 32 | 0.00001 | 36 | 0.000000e+00 | 0.000000e+00 | 88.51 | 90.13 | 89.37 | 89.85 | 87.27 | 90.51 | 87.44 | 90.36 | 88.06 | 89.71 | 89.74 | 90.00 | 89.61 | 89.34 | 88.57 | 90.26 | 89.53 | 90.34 | 89.29 | 89.77 | 88.96 | 90.94 | 89.84 | 88.47 | 89.60 | 88.50 |
| 613 | 372 | 32 | 0.01 | 32 | 0.00001 | 36 | 0.000000e+00 | 1.000000e-08 | 88.14 | 89.59 | 88.22 | 90.63 | 89.27 | 88.22 | 89.08 | 90.60 | 89.24 | 89.79 | 90.16 | 89.58 | 89.08 | 88.32 | 89.87 | 89.32 | 91.20 | 89.66 | 88.50 | 91.19 | 90.01 | 89.60 | 89.93 | 87.87 | 89.22 | 88.17 |
| 614 | 372 | 32 | 0.01 | 32 | 0.00001 | 36 | 1.000000e-08 | 0.000000e+00 | 88.32 | 89.59 | 87.42 | 90.46 | 88.87 | 89.31 | 88.92 | 88.87 | 88.56 | 88.92 | 89.35 | 90.60 | 90.09 | 89.04 | 90.76 | 89.64 | 90.10 | 89.36 | 90.37 | 90.69 | 90.38 | 88.65 | 89.41 | 89.41 | 88.46 | 87.58 |
| 615 | 372 | 32 | 0.01 | 32 | 0.00001 | 36 | 1.000000e-08 | 1.000000e-08 | 88.69 | 89.66 | 89.71 | 89.12 | 89.19 | 89.93 | 89.83 | 89.34 | 88.89 | 88.37 | 89.36 | 89.24 | 88.76 | 90.45 | 89.35 | 90.13 | 89.68 | 88.74 | 90.51 | 89.33 | 88.34 | 90.40 | 89.71 | 89.35 | 87.90 | 87.25 |
| 632 | 372 | 32 | 0.01 | 48 | 0.00001 | 36 | 0.000000e+00 | 0.000000e+00 | 88.97 | 89.65 | 88.92 | 90.38 | 89.63 | 90.43 | 88.18 | 88.73 | 89.21 | 89.20 | 89.39 | 90.07 | 89.51 | 88.42 | 89.46 | 89.87 | 89.35 | 89.76 | 89.16 | 87.98 | 89.44 | 89.97 | 86.90 | 89.09 | 89.38 | 88.56 |
| 633 | 372 | 32 | 0.01 | 48 | 0.00001 | 36 | 0.000000e+00 | 1.000000e-08 | 88.72 | 88.21 | 89.49 | 88.35 | 88.56 | 89.36 | 87.66 | 89.61 | 87.62 | 89.68 | 89.25 | 89.96 | 88.10 | 89.12 | 89.99 | 89.52 | 89.39 | 90.62 | 90.06 | 89.69 | 88.71 | 89.13 | 88.22 | 90.53 | 87.60 | 88.80 |
| 634 | 372 | 32 | 0.01 | 48 | 0.00001 | 36 | 1.000000e-08 | 0.000000e+00 | 87.37 | 89.38 | 89.36 | 88.89 | 89.37 | 89.06 | 90.03 | 89.41 | 88.89 | 88.61 | 89.89 | 90.99 | 88.23 | 89.69 | 89.78 | 88.61 | 90.04 | 89.27 | 90.37 | 89.13 | 89.34 | 89.47 | 88.32 | 88.46 | 88.57 | 88.39 |
| 635 | 372 | 32 | 0.01 | 48 | 0.00001 | 36 | 1.000000e-08 | 1.000000e-08 | 88.99 | 89.42 | 88.34 | 89.45 | 87.63 | 89.23 | 89.47 | 89.55 | 89.23 | 89.94 | 89.20 | 89.37 | 89.22 | 89.07 | 89.71 | 89.24 | 89.67 | 90.34 | 89.79 | 88.67 | 88.73 | 89.28 | 88.41 | 88.61 | 89.51 | 90.25 |
| 652 | 372 | 32 | 0.01 | 64 | 0.00001 | 36 | 0.000000e+00 | 0.000000e+00 | 88.35 | 89.76 | 89.69 | 89.87 | 89.30 | 89.69 | 88.10 | 89.26 | 88.86 | 88.20 | 88.97 | 88.39 | 89.84 | 89.20 | 90.32 | 90.21 | 88.87 | 89.50 | 88.31 | 90.11 | 88.04 | 88.47 | 89.11 | 87.80 | 89.06 | 88.56 |
| 653 | 372 | 32 | 0.01 | 64 | 0.00001 | 36 | 0.000000e+00 | 1.000000e-08 | 87.20 | 89.13 | 87.91 | 89.24 | 89.25 | 88.53 | 89.00 | 89.46 | 89.25 | 88.04 | 89.37 | 89.92 | 89.77 | 89.84 | 90.42 | 88.24 | 89.68 | 89.44 | 87.61 | 88.78 | 87.88 | 89.51 | 88.66 | 87.50 | 89.65 | 89.31 |
| 654 | 372 | 32 | 0.01 | 64 | 0.00001 | 36 | 1.000000e-08 | 0.000000e+00 | 88.76 | 90.87 | 88.90 | 89.43 | 88.30 | 89.28 | 89.07 | 89.49 | 89.62 | 89.58 | 90.79 | 90.42 | 90.68 | 89.51 | 90.99 | 88.81 | 90.44 | 89.16 | 89.83 | 88.84 | 88.09 | 88.74 | 89.22 | 89.22 | 89.00 | 89.03 |
| 655 | 372 | 32 | 0.01 | 64 | 0.00001 | 36 | 1.000000e-08 | 1.000000e-08 | 86.45 | 89.65 | 89.43 | 89.35 | 89.46 | 89.42 | 87.39 | 89.55 | 87.63 | 90.16 | 89.76 | 90.06 | 90.31 | 89.30 | 89.83 | 89.46 | 88.84 | 89.78 | 89.78 | 88.44 | 88.10 | 89.61 | 87.59 | 89.00 | 89.23 | 88.85 |
| 672 | 372 | 32 | 0.01 | 32 | 0.00001 | 48 | 0.000000e+00 | 0.000000e+00 | 89.83 | 90.79 | 88.76 | 88.87 | 88.71 | 89.47 | 87.88 | 89.00 | 89.50 | 91.53 | 90.22 | 90.75 | 87.96 | 89.28 | 89.68 | 88.55 | 90.34 | 90.07 | 90.34 | 91.19 | 90.36 | 89.72 | 87.74 | 89.79 | 88.56 | 89.23 |
| 673 | 372 | 32 | 0.01 | 32 | 0.00001 | 48 | 0.000000e+00 | 1.000000e-08 | 89.28 | 89.43 | 89.86 | 89.37 | 88.00 | 90.03 | 89.68 | 90.88 | 88.28 | 88.86 | 89.52 | 89.82 | 89.11 | 89.88 | 88.77 | 90.14 | 90.75 | 90.06 | 88.73 | 90.29 | 88.57 | 89.21 | 88.57 | 87.79 | 88.75 | 89.51 |
| 674 | 372 | 32 | 0.01 | 32 | 0.00001 | 48 | 1.000000e-08 | 0.000000e+00 | 89.28 | 90.34 | 89.76 | 90.15 | 89.46 | 89.27 | 88.33 | 89.24 | 90.25 | 89.39 | 88.46 | 90.00 | 89.75 | 88.77 | 90.32 | 90.30 | 88.74 | 88.89 | 89.91 | 89.35 | 88.14 | 90.49 | 90.02 | 90.43 | 89.85 | 90.01 |
| 675 | 372 | 32 | 0.01 | 32 | 0.00001 | 48 | 1.000000e-08 | 1.000000e-08 | 89.34 | 88.96 | 88.49 | 89.94 | 88.62 | 91.84 | 88.84 | 91.73 | 89.38 | 90.73 | 89.57 | 90.57 | 87.64 | 89.94 | 91.16 | 90.79 | 90.09 | 89.49 | 90.60 | 92.52 | 88.70 | 89.92 | 89.81 | 89.42 | 89.28 | 90.94 |
| 692 | 372 | 32 | 0.01 | 48 | 0.00001 | 48 | 0.000000e+00 | 0.000000e+00 | 87.78 | 90.36 | 88.55 | 90.47 | 90.66 | 90.46 | 90.18 | 90.48 | 91.05 | 88.92 | 90.67 | 89.84 | 88.44 | 88.92 | 90.59 | 90.94 | 90.79 | 89.46 | 88.96 | 91.53 | 88.98 | 90.46 | 89.19 | 76.39 | 89.68 | 88.22 |
| 693 | 372 | 32 | 0.01 | 48 | 0.00001 | 48 | 0.000000e+00 | 1.000000e-08 | 87.67 | 89.22 | 89.55 | 89.25 | 88.64 | 90.04 | 88.82 | 89.97 | 88.91 | 91.12 | 88.22 | 89.26 | 89.48 | 90.95 | 90.22 | 91.02 | 90.35 | 90.51 | 89.22 | 90.82 | 89.81 | 89.26 | 88.89 | 91.81 | 88.37 | 89.12 |
| 694 | 372 | 32 | 0.01 | 48 | 0.00001 | 48 | 1.000000e-08 | 0.000000e+00 | 89.44 | 90.07 | 89.12 | 89.15 | 88.81 | 89.80 | 88.51 | 89.45 | 89.29 | 90.46 | 89.60 | 90.99 | 92.23 | 89.57 | 91.05 | 90.61 | 89.74 | 89.27 | 89.60 | 89.59 | 89.28 | 89.83 | 89.08 | 86.28 | 89.26 | 87.76 |
| 695 | 372 | 32 | 0.01 | 48 | 0.00001 | 48 | 1.000000e-08 | 1.000000e-08 | 88.43 | 90.00 | 89.46 | 89.48 | 90.13 | 89.88 | 88.53 | 89.44 | 88.43 | 90.65 | 87.98 | 89.61 | 89.63 | 89.74 | 90.59 | 89.89 | 90.25 | 90.14 | 91.76 | 91.01 | 86.88 | 89.87 | 91.03 | 89.31 | 88.58 | 89.78 |
| 712 | 372 | 32 | 0.01 | 64 | 0.00001 | 48 | 0.000000e+00 | 0.000000e+00 | 88.23 | 88.58 | 88.81 | 90.29 | 89.91 | 90.32 | 89.48 | 90.01 | 89.06 | 77.45 | 90.36 | 89.11 | 90.38 | 88.39 | 89.31 | 89.01 | 90.73 | 89.28 | 88.96 | 88.45 | 89.53 | 77.75 | 76.49 | 89.44 | 88.78 | 90.31 |
| 713 | 372 | 32 | 0.01 | 64 | 0.00001 | 48 | 0.000000e+00 | 1.000000e-08 | 88.77 | 90.13 | 87.69 | 90.81 | 89.45 | 90.24 | 89.04 | 76.59 | 90.23 | 89.09 | 89.27 | 89.78 | 88.53 | 88.51 | 90.36 | 90.53 | 90.76 | 90.76 | 89.47 | 91.70 | 88.59 | 89.74 | 88.68 | 89.39 | 89.18 | 89.87 |
| 714 | 372 | 32 | 0.01 | 64 | 0.00001 | 48 | 1.000000e-08 | 0.000000e+00 | 89.09 | 88.78 | 88.17 | 90.84 | 89.01 | 88.62 | 90.27 | 89.71 | 89.77 | 90.58 | 89.58 | 90.66 | 91.98 | 89.02 | 88.93 | 89.69 | 89.29 | 88.53 | 89.24 | 91.41 | 89.73 | 75.93 | 88.89 | 88.72 | 90.00 | 89.42 |
| 715 | 372 | 32 | 0.01 | 64 | 0.00001 | 48 | 1.000000e-08 | 1.000000e-08 | 88.85 | 90.51 | 90.32 | 87.58 | 89.39 | 90.50 | 87.92 | 91.09 | 89.63 | 89.33 | 90.07 | 89.62 | 91.10 | 87.91 | 88.72 | 89.32 | 90.56 | 90.57 | 90.55 | 88.18 | 90.51 | 89.76 | 90.74 | 87.58 | 90.33 | 89.60 |
| input_size | output_size | learning_rate | batch_size | alpha | margin | l1_reg | l2_reg | mAP_test_abs_values | mAP_test_abs_values_2 | mAP_test_abs_values_3 | mAP_test_abs_values_4 | mAP_test_abs_values_5 | mAP_test_abs_values_6 | mAP_test_abs_values_7 | mAP_test_abs_values_8 | mAP_test_abs_values_9 | mAP_test_abs_values_10 | mAP_test_abs_values_11 | mAP_test_abs_values_12 | mAP_test_abs_values_13 | mAP_test_abs_values_14 | mAP_test_abs_values_15 | mAP_test_abs_values_16 | mAP_test_abs_values_17 | mAP_test_abs_values_18 | mAP_test_abs_values_19 | mAP_test_abs_values_20 | mAP_test_abs_values_21 | mAP_test_abs_values_22 | mAP_test_abs_values_23 | mAP_test_abs_values_24 | mAP_test_abs_values_25 | mAP_test_abs_values_26 | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 12 | 372 | 32 | 0.10 | 32 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 49.17 | 91.57 | 90.93 | 91.02 | 92.06 | 90.81 | 91.60 | 92.54 | 90.35 | 89.32 | 92.62 | 91.72 | 93.25 | 93.11 | 92.33 | 92.81 | 93.04 | 90.28 | 91.56 | 92.59 | 94.66 | 84.55 | 91.93 | 92.30 | 93.48 | 93.35 |
| 13 | 372 | 32 | 0.10 | 32 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 92.51 | 93.19 | 92.33 | 92.11 | 91.71 | 92.60 | 93.22 | 93.30 | 91.73 | 92.17 | 93.53 | 92.72 | 93.63 | 95.08 | 92.68 | 92.84 | 92.59 | 93.68 | 92.15 | 91.29 | 95.06 | 94.29 | 93.51 | 92.36 | 92.02 | 93.15 |
| 14 | 372 | 32 | 0.10 | 32 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 92.80 | 93.83 | 91.79 | 93.98 | 92.18 | 93.03 | 49.17 | 92.95 | 94.57 | 91.90 | 92.18 | 91.42 | 92.47 | 92.11 | 92.57 | 92.82 | 90.40 | 93.04 | 92.71 | 92.97 | 92.64 | 93.58 | 94.19 | 94.31 | 93.34 | 92.98 |
| 15 | 372 | 32 | 0.10 | 32 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 92.45 | 92.09 | 91.33 | 94.23 | 91.84 | 90.61 | 92.42 | 90.49 | 91.27 | 91.95 | 92.66 | 92.42 | 92.22 | 93.72 | 90.64 | 92.19 | 93.36 | 91.90 | 92.20 | 92.14 | 93.39 | 93.12 | 92.87 | 92.32 | 92.15 | 92.92 |
| 32 | 372 | 32 | 0.10 | 48 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 92.35 | 90.84 | 92.88 | 92.10 | 82.21 | 89.96 | 92.69 | 94.35 | 92.14 | 91.64 | 91.91 | 91.28 | 90.88 | 93.07 | 92.73 | 92.89 | 91.14 | 92.21 | 92.96 | 92.49 | 92.96 | 92.83 | 92.30 | 92.73 | 93.23 | 93.31 |
| 33 | 372 | 32 | 0.10 | 48 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 92.06 | 92.79 | 92.84 | 92.75 | 93.55 | 91.35 | 93.09 | 92.90 | 92.54 | 92.61 | 92.87 | 92.44 | 93.06 | 93.43 | 89.80 | 91.50 | 93.77 | 93.00 | 93.12 | 91.96 | 92.82 | 93.00 | 93.26 | 93.60 | 94.37 | 93.21 |
| 34 | 372 | 32 | 0.10 | 48 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 92.64 | 93.50 | 91.98 | 91.34 | 91.91 | 91.32 | 93.00 | 93.19 | 92.73 | 92.01 | 91.25 | 92.62 | 92.56 | 92.06 | 93.66 | 94.28 | 93.74 | 91.76 | 92.33 | 91.39 | 92.44 | 92.35 | 94.30 | 92.64 | 93.10 | 92.64 |
| 35 | 372 | 32 | 0.10 | 48 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 93.16 | 92.61 | 93.75 | 93.05 | 92.67 | 92.07 | 91.73 | 92.87 | 93.49 | 93.24 | 92.05 | 91.71 | 91.64 | 92.85 | 91.33 | 94.09 | 93.38 | 91.10 | 92.22 | 92.43 | 92.58 | 94.55 | 94.17 | 92.53 | 92.90 | 94.36 |
| 52 | 372 | 32 | 0.10 | 64 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 91.25 | 92.80 | 92.99 | 93.33 | 91.72 | 88.76 | 90.50 | 91.98 | 92.87 | 91.34 | 92.46 | 90.87 | 92.94 | 92.38 | 93.50 | 93.92 | 93.45 | 93.87 | 91.77 | 91.70 | 92.95 | 93.83 | 92.62 | 93.43 | 92.51 | 93.34 |
| 53 | 372 | 32 | 0.10 | 64 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 92.95 | 93.27 | 93.28 | 94.04 | 93.58 | 90.18 | 91.25 | 95.53 | 95.01 | 92.33 | 93.41 | 92.77 | 93.32 | 94.31 | 92.34 | 92.29 | 49.17 | 92.22 | 92.90 | 93.05 | 94.24 | 94.20 | 92.59 | 92.17 | 93.90 | 91.59 |
| 54 | 372 | 32 | 0.10 | 64 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 91.28 | 92.03 | 92.65 | 91.65 | 92.66 | 90.27 | 93.40 | 92.69 | 91.13 | 91.26 | 89.97 | 91.96 | 92.33 | 91.44 | 91.77 | 91.70 | 92.25 | 92.36 | 91.20 | 93.58 | 94.24 | 92.65 | 92.90 | 92.21 | 92.48 | 92.73 |
| 55 | 372 | 32 | 0.10 | 64 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 93.00 | 93.89 | 93.29 | 91.97 | 91.25 | 92.25 | 94.85 | 92.22 | 93.21 | 94.58 | 93.56 | 92.57 | 94.87 | 92.88 | 92.92 | 92.67 | 92.73 | 92.68 | 93.99 | 92.49 | 93.65 | 94.26 | 93.48 | 93.78 | 92.99 | 91.60 |
| 72 | 372 | 32 | 0.10 | 32 | 0.00100 | 36 | 0.000000e+00 | 0.000000e+00 | 92.33 | 92.13 | 92.40 | 92.11 | 92.19 | 92.23 | 91.58 | 93.41 | 90.98 | 89.32 | 92.67 | 91.26 | 91.16 | 92.08 | 93.25 | 93.80 | 92.10 | 94.19 | 94.02 | 93.70 | 94.24 | 93.84 | 93.44 | 90.58 | 93.62 | 92.87 |
| 73 | 372 | 32 | 0.10 | 32 | 0.00100 | 36 | 0.000000e+00 | 1.000000e-08 | 92.67 | 92.93 | 92.01 | 92.25 | 92.39 | 90.74 | 92.59 | 91.56 | 94.86 | 91.44 | 90.56 | 92.42 | 92.50 | 91.11 | 91.93 | 93.57 | 93.18 | 93.61 | 92.22 | 92.73 | 93.04 | 93.09 | 90.06 | 92.50 | 91.49 | 92.26 |
| 74 | 372 | 32 | 0.10 | 32 | 0.00100 | 36 | 1.000000e-08 | 0.000000e+00 | 94.27 | 91.46 | 93.39 | 93.10 | 92.41 | 92.10 | 92.69 | 91.32 | 92.48 | 90.28 | 91.55 | 90.75 | 93.16 | 90.70 | 90.27 | 91.72 | 93.28 | 91.26 | 92.39 | 92.43 | 93.06 | 91.81 | 92.49 | 92.18 | 92.32 | 91.12 |
| 75 | 372 | 32 | 0.10 | 32 | 0.00100 | 36 | 1.000000e-08 | 1.000000e-08 | 93.28 | 91.77 | 93.53 | 91.44 | 92.80 | 49.17 | 90.62 | 93.52 | 93.71 | 92.23 | 91.23 | 92.13 | 92.86 | 93.21 | 91.71 | 92.78 | 92.97 | 92.30 | 91.58 | 91.63 | 93.71 | 94.11 | 95.29 | 91.98 | 91.23 | 91.34 |
| 92 | 372 | 32 | 0.10 | 48 | 0.00100 | 36 | 0.000000e+00 | 0.000000e+00 | 92.96 | 91.06 | 93.02 | 92.65 | 93.39 | 91.60 | 91.11 | 92.76 | 91.83 | 92.54 | 92.80 | 91.22 | 93.85 | 93.92 | 91.97 | 93.65 | 91.73 | 94.79 | 90.98 | 91.41 | 93.83 | 93.32 | 92.10 | 91.46 | 92.99 | 90.84 |
| 93 | 372 | 32 | 0.10 | 48 | 0.00100 | 36 | 0.000000e+00 | 1.000000e-08 | 93.05 | 91.12 | 93.51 | 92.14 | 93.26 | 90.30 | 93.04 | 92.86 | 93.72 | 92.94 | 93.53 | 91.21 | 93.27 | 90.81 | 91.68 | 93.97 | 94.46 | 90.61 | 91.07 | 91.46 | 93.68 | 93.06 | 93.26 | 92.91 | 92.50 | 91.32 |
| 94 | 372 | 32 | 0.10 | 48 | 0.00100 | 36 | 1.000000e-08 | 0.000000e+00 | 93.74 | 92.23 | 91.96 | 92.34 | 94.33 | 91.53 | 89.91 | 91.54 | 93.94 | 93.93 | 94.06 | 92.05 | 93.12 | 92.51 | 92.99 | 93.61 | 92.43 | 93.24 | 92.37 | 92.55 | 93.10 | 93.01 | 92.26 | 94.08 | 93.04 | 92.18 |
| 95 | 372 | 32 | 0.10 | 48 | 0.00100 | 36 | 1.000000e-08 | 1.000000e-08 | 93.14 | 93.20 | 92.81 | 92.77 | 92.55 | 92.24 | 91.96 | 92.06 | 91.30 | 92.37 | 91.57 | 91.36 | 94.63 | 91.39 | 93.58 | 92.42 | 92.59 | 91.39 | 91.29 | 93.32 | 92.70 | 93.00 | 93.54 | 92.72 | 92.96 | 93.98 |
| 112 | 372 | 32 | 0.10 | 64 | 0.00100 | 36 | 0.000000e+00 | 0.000000e+00 | 91.56 | 92.79 | 91.20 | 93.30 | 93.88 | 92.10 | 90.35 | 93.02 | 93.32 | 93.55 | 91.68 | 93.47 | 91.85 | 92.32 | 91.87 | 92.36 | 93.29 | 92.71 | 93.22 | 93.00 | 92.10 | 91.86 | 92.27 | 90.69 | 91.96 | 92.35 |
| 113 | 372 | 32 | 0.10 | 64 | 0.00100 | 36 | 0.000000e+00 | 1.000000e-08 | 91.46 | 92.71 | 91.72 | 93.54 | 94.42 | 91.53 | 92.33 | 94.24 | 93.09 | 91.30 | 92.31 | 92.56 | 93.89 | 93.68 | 92.24 | 92.74 | 93.61 | 92.94 | 92.17 | 93.63 | 93.73 | 92.34 | 93.20 | 92.68 | 91.62 | 92.67 |
| 114 | 372 | 32 | 0.10 | 64 | 0.00100 | 36 | 1.000000e-08 | 0.000000e+00 | 92.85 | 92.95 | 94.20 | 91.41 | 93.42 | 92.53 | 93.01 | 91.40 | 93.97 | 92.73 | 91.15 | 91.23 | 93.73 | 92.31 | 92.28 | 92.65 | 91.96 | 91.71 | 94.21 | 92.61 | 92.36 | 94.28 | 93.22 | 92.88 | 92.26 | 92.88 |
| 115 | 372 | 32 | 0.10 | 64 | 0.00100 | 36 | 1.000000e-08 | 1.000000e-08 | 92.95 | 91.61 | 92.24 | 92.88 | 94.10 | 91.19 | 93.62 | 91.88 | 91.57 | 92.98 | 92.43 | 92.73 | 92.83 | 94.38 | 91.31 | 94.37 | 94.82 | 92.44 | 92.75 | 93.26 | 92.97 | 92.95 | 93.11 | 92.84 | 92.93 | 93.16 |
| 132 | 372 | 32 | 0.10 | 32 | 0.00100 | 48 | 0.000000e+00 | 0.000000e+00 | 90.71 | 89.88 | 92.90 | 92.35 | 92.29 | 91.06 | 92.60 | 91.56 | 90.99 | 92.59 | 92.90 | 93.18 | 93.97 | 92.97 | 91.68 | 91.62 | 95.01 | 92.93 | 94.42 | 92.97 | 92.89 | 91.68 | 93.90 | 91.58 | 93.77 | 89.84 |
| 133 | 372 | 32 | 0.10 | 32 | 0.00100 | 48 | 0.000000e+00 | 1.000000e-08 | 93.02 | 92.59 | 92.30 | 91.14 | 92.20 | 91.65 | 90.47 | 93.42 | 92.01 | 92.35 | 91.37 | 91.10 | 93.62 | 91.71 | 91.69 | 92.17 | 91.58 | 91.86 | 92.58 | 92.26 | 88.87 | 94.15 | 93.15 | 49.17 | 93.68 | 90.60 |
| 134 | 372 | 32 | 0.10 | 32 | 0.00100 | 48 | 1.000000e-08 | 0.000000e+00 | 91.62 | 93.00 | 93.33 | 90.78 | 93.67 | 92.62 | 92.83 | 93.55 | 93.11 | 93.13 | 92.46 | 92.91 | 94.02 | 91.94 | 90.65 | 91.70 | 93.06 | 92.18 | 93.49 | 91.98 | 93.90 | 92.72 | 93.04 | 74.00 | 95.88 | 93.07 |
| 135 | 372 | 32 | 0.10 | 32 | 0.00100 | 48 | 1.000000e-08 | 1.000000e-08 | 94.49 | 92.87 | 93.04 | 92.87 | 94.39 | 90.37 | 92.14 | 92.39 | 92.03 | 92.53 | 92.59 | 90.96 | 92.49 | 91.66 | 92.04 | 94.42 | 91.34 | 90.78 | 91.52 | 91.94 | 93.23 | 94.63 | 92.67 | 93.21 | 93.49 | 93.99 |
| 152 | 372 | 32 | 0.10 | 48 | 0.00100 | 48 | 0.000000e+00 | 0.000000e+00 | 93.47 | 92.28 | 91.23 | 92.29 | 92.73 | 91.09 | 92.26 | 94.01 | 92.92 | 94.49 | 91.52 | 91.08 | 93.27 | 92.16 | 92.66 | 92.82 | 93.91 | 91.27 | 92.59 | 93.46 | 94.07 | 93.97 | 94.54 | 78.62 | 92.86 | 75.28 |
| 153 | 372 | 32 | 0.10 | 48 | 0.00100 | 48 | 0.000000e+00 | 1.000000e-08 | 94.75 | 91.80 | 91.53 | 92.77 | 92.68 | 92.57 | 92.90 | 92.40 | 93.88 | 92.87 | 92.96 | 91.09 | 93.61 | 92.92 | 49.17 | 92.13 | 93.03 | 93.50 | 93.74 | 89.83 | 93.15 | 91.05 | 92.97 | 93.14 | 92.74 | 93.69 |
| 154 | 372 | 32 | 0.10 | 48 | 0.00100 | 48 | 1.000000e-08 | 0.000000e+00 | 92.00 | 91.88 | 91.91 | 92.36 | 94.53 | 91.88 | 92.11 | 92.33 | 93.30 | 93.48 | 93.30 | 91.72 | 93.11 | 92.92 | 92.76 | 92.35 | 92.16 | 92.85 | 94.45 | 93.89 | 91.09 | 94.24 | 94.38 | 93.14 | 93.57 | 93.69 |
| 155 | 372 | 32 | 0.10 | 48 | 0.00100 | 48 | 1.000000e-08 | 1.000000e-08 | 91.66 | 92.14 | 91.70 | 92.30 | 92.36 | 91.07 | 93.35 | 90.86 | 93.34 | 92.55 | 94.08 | 91.31 | 92.88 | 93.80 | 92.15 | 93.30 | 94.34 | 93.90 | 90.50 | 92.58 | 93.68 | 93.80 | 94.00 | 92.22 | 93.10 | 92.77 |
| 172 | 372 | 32 | 0.10 | 64 | 0.00100 | 48 | 0.000000e+00 | 0.000000e+00 | 91.02 | 92.10 | 90.58 | 93.19 | 91.57 | 92.60 | 91.82 | 92.47 | 94.24 | 91.13 | 92.12 | 91.85 | 94.51 | 92.48 | 92.38 | 92.73 | 92.15 | 92.91 | 92.56 | 90.50 | 93.50 | 94.12 | 90.54 | 90.41 | 93.98 | 93.08 |
| 173 | 372 | 32 | 0.10 | 64 | 0.00100 | 48 | 0.000000e+00 | 1.000000e-08 | 92.85 | 92.29 | 90.35 | 92.03 | 93.25 | 92.20 | 91.41 | 91.75 | 90.81 | 94.46 | 92.11 | 91.00 | 93.70 | 92.04 | 92.34 | 92.54 | 92.82 | 92.62 | 92.99 | 91.51 | 93.79 | 94.67 | 94.47 | 94.64 | 92.53 | 92.98 |
| 174 | 372 | 32 | 0.10 | 64 | 0.00100 | 48 | 1.000000e-08 | 0.000000e+00 | 91.73 | 91.94 | 94.58 | 93.56 | 93.18 | 90.62 | 92.65 | 49.17 | 91.38 | 93.64 | 91.82 | 91.85 | 92.66 | 92.60 | 90.64 | 93.19 | 92.54 | 90.64 | 91.14 | 92.66 | 94.85 | 77.73 | 95.08 | 94.21 | 91.89 | 92.06 |
| 175 | 372 | 32 | 0.10 | 64 | 0.00100 | 48 | 1.000000e-08 | 1.000000e-08 | 93.53 | 89.99 | 91.22 | 92.25 | 91.32 | 90.29 | 91.71 | 91.05 | 93.23 | 92.76 | 93.27 | 91.83 | 92.98 | 93.31 | 90.24 | 91.68 | 92.92 | 94.35 | 92.84 | 91.28 | 93.71 | 95.31 | 92.78 | 74.20 | 92.81 | 91.84 |
| 192 | 372 | 32 | 0.10 | 32 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 92.01 | 94.50 | 92.26 | 93.13 | 92.23 | 92.12 | 91.65 | 92.87 | 90.79 | 92.16 | 93.11 | 90.25 | 90.99 | 92.33 | 92.02 | 91.10 | 94.37 | 91.20 | 92.61 | 92.75 | 92.17 | 92.90 | 93.35 | 93.03 | 91.75 | 93.16 |
| 193 | 372 | 32 | 0.10 | 32 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 91.77 | 92.23 | 93.73 | 93.01 | 92.98 | 92.34 | 92.17 | 92.26 | 93.18 | 90.39 | 93.32 | 93.14 | 91.77 | 91.98 | 92.00 | 93.39 | 91.48 | 92.23 | 91.40 | 93.90 | 94.31 | 92.47 | 94.58 | 93.22 | 93.04 | 93.50 |
| 194 | 372 | 32 | 0.10 | 32 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 93.93 | 91.23 | 91.89 | 92.52 | 91.65 | 92.02 | 89.93 | 92.84 | 92.55 | 89.95 | 93.15 | 93.28 | 92.17 | 91.13 | 91.78 | 91.62 | 93.37 | 89.20 | 91.36 | 92.17 | 93.58 | 94.10 | 91.76 | 91.94 | 91.99 | 92.67 |
| 195 | 372 | 32 | 0.10 | 32 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 91.94 | 92.51 | 93.29 | 90.66 | 93.50 | 90.98 | 90.83 | 93.07 | 92.79 | 91.95 | 91.05 | 92.62 | 93.85 | 92.28 | 91.28 | 92.55 | 93.06 | 91.03 | 92.50 | 91.65 | 94.31 | 93.52 | 92.85 | 93.09 | 92.97 | 93.52 |
| 212 | 372 | 32 | 0.10 | 48 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 89.03 | 92.72 | 91.05 | 93.07 | 89.00 | 91.56 | 90.50 | 91.00 | 93.07 | 91.86 | 91.54 | 91.07 | 92.34 | 93.68 | 92.67 | 92.43 | 91.75 | 93.81 | 93.56 | 92.19 | 92.34 | 93.90 | 93.58 | 92.27 | 91.23 | 86.22 |
| 213 | 372 | 32 | 0.10 | 48 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 93.21 | 91.62 | 92.87 | 93.76 | 91.39 | 91.41 | 92.85 | 92.65 | 94.46 | 93.22 | 91.63 | 92.85 | 92.90 | 93.85 | 93.24 | 93.36 | 91.44 | 92.61 | 93.13 | 91.18 | 93.86 | 92.64 | 93.17 | 91.99 | 92.56 | 91.84 |
| 214 | 372 | 32 | 0.10 | 48 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 94.70 | 92.22 | 94.22 | 91.30 | 92.49 | 90.73 | 91.97 | 92.14 | 90.14 | 93.24 | 92.00 | 92.15 | 91.87 | 91.55 | 90.99 | 91.73 | 92.90 | 91.58 | 91.58 | 92.53 | 94.20 | 93.05 | 90.84 | 91.37 | 92.47 | 91.61 |
| 215 | 372 | 32 | 0.10 | 48 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 92.27 | 92.46 | 92.78 | 91.45 | 90.87 | 91.63 | 92.34 | 94.31 | 93.98 | 94.06 | 93.77 | 91.26 | 92.58 | 90.77 | 93.28 | 93.73 | 92.53 | 91.54 | 92.27 | 94.04 | 94.42 | 92.88 | 93.58 | 92.16 | 93.58 | 93.25 |
| 232 | 372 | 32 | 0.10 | 64 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 90.07 | 92.54 | 93.01 | 91.06 | 91.01 | 91.58 | 92.33 | 93.35 | 92.88 | 92.74 | 91.92 | 91.51 | 93.99 | 92.22 | 91.96 | 93.11 | 94.22 | 93.59 | 93.27 | 92.72 | 94.75 | 92.18 | 93.20 | 93.31 | 93.62 | 90.75 |
| 233 | 372 | 32 | 0.10 | 64 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 93.42 | 92.31 | 91.74 | 93.87 | 93.37 | 92.58 | 92.54 | 91.26 | 93.43 | 94.89 | 91.96 | 92.03 | 92.27 | 91.20 | 90.42 | 92.47 | 92.19 | 91.82 | 91.35 | 92.72 | 93.74 | 93.94 | 94.04 | 92.74 | 93.66 | 92.15 |
| 234 | 372 | 32 | 0.10 | 64 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 93.72 | 92.86 | 95.32 | 91.68 | 92.92 | 90.77 | 92.48 | 92.61 | 92.44 | 92.10 | 89.75 | 91.95 | 93.24 | 93.55 | 93.25 | 94.93 | 92.89 | 91.55 | 91.94 | 92.97 | 93.89 | 92.54 | 94.48 | 92.87 | 92.02 | 91.89 |
| 235 | 372 | 32 | 0.10 | 64 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 92.13 | 91.40 | 91.02 | 94.01 | 93.42 | 90.13 | 94.29 | 93.25 | 90.34 | 92.70 | 93.77 | 90.72 | 94.67 | 93.01 | 92.79 | 93.97 | 91.85 | 93.32 | 93.47 | 94.34 | 94.74 | 93.11 | 93.77 | 90.55 | 93.46 | 93.51 |
| 252 | 372 | 32 | 0.10 | 32 | 0.00001 | 36 | 0.000000e+00 | 0.000000e+00 | 92.14 | 91.92 | 92.36 | 92.49 | 94.30 | 91.22 | 91.37 | 93.35 | 92.28 | 93.72 | 93.44 | 91.53 | 93.03 | 94.11 | 91.29 | 91.80 | 92.42 | 93.44 | 92.83 | 91.67 | 92.81 | 92.97 | 94.53 | 92.47 | 93.55 | 92.45 |
| 253 | 372 | 32 | 0.10 | 32 | 0.00001 | 36 | 0.000000e+00 | 1.000000e-08 | 92.92 | 92.80 | 93.77 | 91.18 | 94.07 | 90.56 | 93.16 | 91.95 | 92.43 | 93.82 | 92.37 | 91.58 | 92.00 | 94.48 | 92.89 | 95.43 | 92.54 | 91.59 | 92.26 | 91.06 | 92.20 | 92.31 | 93.66 | 92.23 | 93.13 | 93.61 |
| 254 | 372 | 32 | 0.10 | 32 | 0.00001 | 36 | 1.000000e-08 | 0.000000e+00 | 92.84 | 91.38 | 94.79 | 92.56 | 91.87 | 90.39 | 90.95 | 92.66 | 92.15 | 91.71 | 92.13 | 91.84 | 92.27 | 92.18 | 93.62 | 91.83 | 93.97 | 90.87 | 90.38 | 89.32 | 94.59 | 92.50 | 93.48 | 92.93 | 92.68 | 91.86 |
| 255 | 372 | 32 | 0.10 | 32 | 0.00001 | 36 | 1.000000e-08 | 1.000000e-08 | 92.00 | 91.50 | 91.44 | 93.78 | 92.16 | 90.93 | 93.27 | 91.25 | 93.09 | 92.95 | 92.80 | 91.38 | 92.78 | 93.38 | 92.55 | 93.06 | 93.01 | 93.58 | 93.13 | 92.01 | 94.14 | 94.97 | 93.10 | 93.38 | 92.05 | 92.69 |
| 272 | 372 | 32 | 0.10 | 48 | 0.00001 | 36 | 0.000000e+00 | 0.000000e+00 | 91.29 | 93.15 | 92.16 | 91.20 | 92.89 | 91.25 | 94.05 | 92.36 | 92.74 | 92.90 | 92.29 | 91.44 | 92.78 | 92.37 | 92.77 | 93.60 | 91.71 | 91.44 | 91.99 | 93.26 | 94.60 | 93.82 | 87.23 | 92.03 | 93.52 | 92.58 |
| 273 | 372 | 32 | 0.10 | 48 | 0.00001 | 36 | 0.000000e+00 | 1.000000e-08 | 92.24 | 92.52 | 93.75 | 90.80 | 93.93 | 92.36 | 93.21 | 92.50 | 92.90 | 92.48 | 92.59 | 91.77 | 93.25 | 93.68 | 91.39 | 93.19 | 93.04 | 92.58 | 92.02 | 92.39 | 93.52 | 93.16 | 92.96 | 92.30 | 92.80 | 92.00 |
| 274 | 372 | 32 | 0.10 | 48 | 0.00001 | 36 | 1.000000e-08 | 0.000000e+00 | 92.60 | 91.56 | 92.93 | 94.26 | 94.15 | 91.55 | 91.72 | 90.95 | 93.36 | 89.82 | 92.58 | 91.71 | 92.11 | 92.57 | 90.68 | 91.07 | 93.18 | 92.49 | 92.63 | 92.02 | 93.50 | 91.98 | 93.55 | 91.37 | 92.01 | 93.29 |
| 275 | 372 | 32 | 0.10 | 48 | 0.00001 | 36 | 1.000000e-08 | 1.000000e-08 | 92.41 | 93.01 | 91.73 | 91.35 | 92.97 | 90.81 | 93.60 | 93.44 | 90.62 | 91.46 | 92.52 | 92.18 | 92.79 | 92.10 | 91.60 | 93.17 | 92.82 | 93.41 | 92.33 | 92.86 | 94.55 | 93.51 | 92.67 | 92.22 | 92.68 | 93.39 |
| 292 | 372 | 32 | 0.10 | 64 | 0.00001 | 36 | 0.000000e+00 | 0.000000e+00 | 92.62 | 91.24 | 91.87 | 93.59 | 91.89 | 90.36 | 92.53 | 93.09 | 94.35 | 93.66 | 93.30 | 91.24 | 93.11 | 92.81 | 92.67 | 94.61 | 92.59 | 91.07 | 92.57 | 93.73 | 94.56 | 92.83 | 94.25 | 93.88 | 77.35 | 90.43 |
| 293 | 372 | 32 | 0.10 | 64 | 0.00001 | 36 | 0.000000e+00 | 1.000000e-08 | 93.40 | 92.23 | 93.04 | 90.56 | 93.69 | 91.59 | 92.76 | 92.76 | 93.47 | 92.91 | 92.32 | 93.28 | 92.72 | 93.63 | 93.62 | 93.59 | 92.64 | 92.75 | 92.67 | 91.99 | 93.06 | 94.26 | 94.20 | 90.25 | 93.31 | 93.57 |
| 294 | 372 | 32 | 0.10 | 64 | 0.00001 | 36 | 1.000000e-08 | 0.000000e+00 | 92.73 | 92.07 | 93.50 | 92.20 | 91.39 | 91.41 | 92.18 | 92.44 | 92.85 | 92.43 | 92.53 | 91.22 | 95.18 | 92.86 | 92.23 | 92.96 | 94.45 | 93.22 | 93.22 | 92.26 | 92.95 | 92.55 | 94.94 | 91.38 | 92.73 | 92.38 |
| 295 | 372 | 32 | 0.10 | 64 | 0.00001 | 36 | 1.000000e-08 | 1.000000e-08 | 93.09 | 90.11 | 92.36 | 89.55 | 92.33 | 90.65 | 91.34 | 90.81 | 92.84 | 92.73 | 92.46 | 90.56 | 95.39 | 93.68 | 91.21 | 92.60 | 92.36 | 91.96 | 92.59 | 92.92 | 93.40 | 92.76 | 94.67 | 93.14 | 93.03 | 92.28 |
| 312 | 372 | 32 | 0.10 | 32 | 0.00001 | 48 | 0.000000e+00 | 0.000000e+00 | 94.11 | 93.59 | 91.81 | 92.13 | 92.84 | 91.91 | 92.71 | 91.92 | 93.90 | 92.37 | 92.18 | 93.96 | 91.12 | 93.63 | 89.60 | 92.64 | 91.90 | 94.71 | 91.21 | 92.69 | 94.63 | 91.96 | 90.70 | 91.96 | 94.11 | 92.60 |
| 313 | 372 | 32 | 0.10 | 32 | 0.00001 | 48 | 0.000000e+00 | 1.000000e-08 | 92.83 | 91.22 | 92.70 | 92.70 | 93.85 | 91.88 | 92.94 | 92.37 | 93.36 | 92.05 | 93.23 | 92.33 | 93.25 | 93.89 | 92.37 | 93.77 | 92.33 | 92.49 | 91.35 | 93.55 | 94.45 | 92.94 | 92.80 | 93.57 | 92.51 | 93.38 |
| 314 | 372 | 32 | 0.10 | 32 | 0.00001 | 48 | 1.000000e-08 | 0.000000e+00 | 93.23 | 89.20 | 93.98 | 93.58 | 93.90 | 93.70 | 93.43 | 92.57 | 93.88 | 92.89 | 91.54 | 90.11 | 91.12 | 92.40 | 91.32 | 95.22 | 93.12 | 92.91 | 92.67 | 92.48 | 94.44 | 94.58 | 94.69 | 93.35 | 92.57 | 74.13 |
| 315 | 372 | 32 | 0.10 | 32 | 0.00001 | 48 | 1.000000e-08 | 1.000000e-08 | 93.02 | 91.81 | 92.87 | 92.71 | 89.68 | 91.26 | 92.78 | 93.46 | 91.98 | 91.99 | 93.12 | 94.27 | 92.85 | 93.28 | 91.22 | 93.36 | 94.59 | 94.45 | 91.31 | 91.53 | 93.36 | 93.53 | 76.71 | 71.80 | 92.54 | 91.94 |
| 332 | 372 | 32 | 0.10 | 48 | 0.00001 | 48 | 0.000000e+00 | 0.000000e+00 | 92.19 | 92.28 | 95.81 | 90.77 | 93.23 | 91.72 | 91.67 | 93.56 | 92.80 | 91.72 | 92.80 | 94.04 | 93.56 | 91.83 | 92.96 | 90.03 | 93.85 | 92.48 | 91.01 | 92.32 | 94.09 | 94.40 | 75.70 | 94.28 | 92.79 | 75.59 |
| 333 | 372 | 32 | 0.10 | 48 | 0.00001 | 48 | 0.000000e+00 | 1.000000e-08 | 92.44 | 92.94 | 93.32 | 91.34 | 91.63 | 88.74 | 91.35 | 93.67 | 93.35 | 91.30 | 90.79 | 92.49 | 93.66 | 92.78 | 91.64 | 92.10 | 91.94 | 93.02 | 92.30 | 94.17 | 77.16 | 93.59 | 93.69 | 93.82 | 92.83 | 93.81 |
| 334 | 372 | 32 | 0.10 | 48 | 0.00001 | 48 | 1.000000e-08 | 0.000000e+00 | 92.06 | 94.61 | 94.74 | 90.84 | 92.39 | 92.45 | 91.51 | 94.15 | 92.91 | 93.98 | 91.36 | 90.95 | 91.70 | 92.27 | 92.68 | 93.50 | 92.44 | 92.74 | 92.01 | 92.90 | 93.61 | 92.85 | 93.19 | 91.35 | 93.53 | 93.12 |
| 335 | 372 | 32 | 0.10 | 48 | 0.00001 | 48 | 1.000000e-08 | 1.000000e-08 | 91.79 | 93.77 | 90.57 | 90.61 | 93.57 | 91.64 | 91.54 | 90.93 | 92.77 | 94.16 | 93.24 | 92.04 | 92.22 | 91.49 | 90.12 | 90.62 | 94.59 | 90.77 | 91.84 | 91.94 | 93.85 | 91.69 | 91.94 | 93.05 | 91.20 | 91.98 |
| 352 | 372 | 32 | 0.10 | 64 | 0.00001 | 48 | 0.000000e+00 | 0.000000e+00 | 91.52 | 91.58 | 93.20 | 92.12 | 91.20 | 90.82 | 90.84 | 91.97 | 91.53 | 92.21 | 92.90 | 92.83 | 91.37 | 94.43 | 92.62 | 91.79 | 91.66 | 93.24 | 92.82 | 91.37 | 93.97 | 92.92 | 92.63 | 91.19 | 79.31 | 91.48 |
| 353 | 372 | 32 | 0.10 | 64 | 0.00001 | 48 | 0.000000e+00 | 1.000000e-08 | 91.63 | 92.53 | 93.81 | 91.28 | 93.26 | 90.60 | 91.28 | 91.50 | 92.31 | 92.06 | 93.52 | 91.53 | 91.38 | 93.38 | 92.60 | 91.20 | 90.15 | 91.13 | 92.02 | 92.04 | 93.62 | 93.25 | 93.89 | 93.40 | 90.88 | 94.48 |
| 354 | 372 | 32 | 0.10 | 64 | 0.00001 | 48 | 1.000000e-08 | 0.000000e+00 | 92.08 | 91.01 | 94.05 | 90.83 | 75.37 | 92.32 | 93.17 | 93.15 | 94.02 | 94.02 | 91.48 | 93.56 | 92.87 | 93.25 | 90.43 | 92.12 | 92.45 | 93.82 | 93.29 | 90.85 | 90.74 | 91.21 | 92.95 | 93.84 | 94.80 | 92.58 |
| 355 | 372 | 32 | 0.10 | 64 | 0.00001 | 48 | 1.000000e-08 | 1.000000e-08 | 93.38 | 91.32 | 91.45 | 92.13 | 90.94 | 91.81 | 92.38 | 93.87 | 92.15 | 92.05 | 92.21 | 92.85 | 93.57 | 91.77 | 93.52 | 90.55 | 90.60 | 91.23 | 92.99 | 91.68 | 92.83 | 94.33 | 95.11 | 92.34 | 92.93 | 91.82 |
| 372 | 372 | 32 | 0.01 | 32 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 90.24 | 90.21 | 91.67 | 90.79 | 90.31 | 90.60 | 90.17 | 90.48 | 90.79 | 92.15 | 89.91 | 89.55 | 90.78 | 92.15 | 91.21 | 88.12 | 92.47 | 91.34 | 91.42 | 91.98 | 90.48 | 90.95 | 91.39 | 92.12 | 90.71 | 90.22 |
| 373 | 372 | 32 | 0.01 | 32 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 91.30 | 90.32 | 90.90 | 88.86 | 89.47 | 93.28 | 92.78 | 91.35 | 90.31 | 92.21 | 91.01 | 90.98 | 90.98 | 91.85 | 87.67 | 89.65 | 90.72 | 90.66 | 90.73 | 92.03 | 94.14 | 91.50 | 93.49 | 91.97 | 91.95 | 91.24 |
| 374 | 372 | 32 | 0.01 | 32 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 92.14 | 90.50 | 93.40 | 90.81 | 91.61 | 90.90 | 90.77 | 90.19 | 90.05 | 91.11 | 93.90 | 91.15 | 88.31 | 93.72 | 89.99 | 91.55 | 90.68 | 92.38 | 91.29 | 90.88 | 92.68 | 91.84 | 93.43 | 91.75 | 90.98 | 90.15 |
| 375 | 372 | 32 | 0.01 | 32 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 91.05 | 91.63 | 92.57 | 91.13 | 88.94 | 89.51 | 90.00 | 88.79 | 92.87 | 91.80 | 90.24 | 90.02 | 92.08 | 90.70 | 91.35 | 91.20 | 91.68 | 91.46 | 92.68 | 89.95 | 91.74 | 90.75 | 92.65 | 91.19 | 90.72 | 89.44 |
| 392 | 372 | 32 | 0.01 | 48 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 91.01 | 91.86 | 89.86 | 91.86 | 92.25 | 91.21 | 91.45 | 90.30 | 91.35 | 91.33 | 91.13 | 89.87 | 92.17 | 92.67 | 90.33 | 90.97 | 92.32 | 92.66 | 92.46 | 91.66 | 92.11 | 93.68 | 94.34 | 92.76 | 92.85 | 90.46 |
| 393 | 372 | 32 | 0.01 | 48 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 90.26 | 89.59 | 92.79 | 92.57 | 89.33 | 90.80 | 92.25 | 91.07 | 92.05 | 91.04 | 91.30 | 92.35 | 92.92 | 90.96 | 91.09 | 91.73 | 92.31 | 91.86 | 94.40 | 91.88 | 91.21 | 93.07 | 92.46 | 92.00 | 92.54 | 90.67 |
| 394 | 372 | 32 | 0.01 | 48 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 91.32 | 91.97 | 91.77 | 90.56 | 90.65 | 92.47 | 92.09 | 91.02 | 93.08 | 91.03 | 91.14 | 90.21 | 92.46 | 94.61 | 91.78 | 92.12 | 94.55 | 89.78 | 93.04 | 93.08 | 93.79 | 92.62 | 92.93 | 91.45 | 92.30 | 91.13 |
| 395 | 372 | 32 | 0.01 | 48 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 91.75 | 92.40 | 91.99 | 90.72 | 93.56 | 91.15 | 92.52 | 92.96 | 92.99 | 92.72 | 93.92 | 91.15 | 91.76 | 91.86 | 90.89 | 92.95 | 91.86 | 92.53 | 90.76 | 93.48 | 94.10 | 90.39 | 91.83 | 92.65 | 92.46 | 93.45 |
| 412 | 372 | 32 | 0.01 | 64 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 92.89 | 91.72 | 92.51 | 90.50 | 90.95 | 90.32 | 89.21 | 92.66 | 92.10 | 92.38 | 94.00 | 91.90 | 90.80 | 88.23 | 91.26 | 89.76 | 92.26 | 92.56 | 93.22 | 92.91 | 92.40 | 93.02 | 94.07 | 92.68 | 92.05 | 92.37 |
| 413 | 372 | 32 | 0.01 | 64 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 93.66 | 91.87 | 92.05 | 89.97 | 92.03 | 90.67 | 91.45 | 90.00 | 91.43 | 93.25 | 92.05 | 91.69 | 91.61 | 90.74 | 89.90 | 91.49 | 90.59 | 91.42 | 94.17 | 92.74 | 93.11 | 92.59 | 94.04 | 92.71 | 93.42 | 91.50 |
| 414 | 372 | 32 | 0.01 | 64 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 91.84 | 93.27 | 91.31 | 92.18 | 91.09 | 91.23 | 91.54 | 93.13 | 92.43 | 89.34 | 92.73 | 92.20 | 92.61 | 92.40 | 91.07 | 92.42 | 93.51 | 92.34 | 93.39 | 92.17 | 93.96 | 93.28 | 93.45 | 93.81 | 93.57 | 93.46 |
| 415 | 372 | 32 | 0.01 | 64 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 90.68 | 92.84 | 92.00 | 90.43 | 93.62 | 91.29 | 92.32 | 90.19 | 92.15 | 91.44 | 93.51 | 91.64 | 90.88 | 91.77 | 90.99 | 92.38 | 92.08 | 92.70 | 91.83 | 94.31 | 94.03 | 92.50 | 94.17 | 92.96 | 93.48 | 91.64 |
| 432 | 372 | 32 | 0.01 | 32 | 0.00100 | 36 | 0.000000e+00 | 0.000000e+00 | 91.76 | 90.75 | 91.13 | 90.32 | 91.68 | 90.44 | 91.83 | 91.70 | 89.58 | 91.17 | 93.10 | 91.62 | 89.40 | 89.68 | 92.34 | 91.56 | 92.09 | 91.32 | 91.36 | 91.29 | 90.68 | 93.75 | 90.07 | 92.19 | 90.51 | 89.18 |
| 433 | 372 | 32 | 0.01 | 32 | 0.00100 | 36 | 0.000000e+00 | 1.000000e-08 | 87.02 | 91.46 | 92.80 | 92.39 | 90.94 | 90.86 | 90.92 | 91.01 | 90.13 | 92.21 | 92.03 | 90.18 | 90.87 | 92.91 | 92.17 | 90.66 | 91.63 | 91.34 | 91.12 | 91.38 | 90.90 | 93.68 | 91.09 | 91.56 | 92.46 | 90.74 |
| 434 | 372 | 32 | 0.01 | 32 | 0.00100 | 36 | 1.000000e-08 | 0.000000e+00 | 91.86 | 93.77 | 92.66 | 91.43 | 91.05 | 89.75 | 92.13 | 90.71 | 91.85 | 92.52 | 92.40 | 90.44 | 91.77 | 90.76 | 91.01 | 90.77 | 91.35 | 91.36 | 92.57 | 92.01 | 91.48 | 92.05 | 91.75 | 91.37 | 90.77 | 89.23 |
| 435 | 372 | 32 | 0.01 | 32 | 0.00100 | 36 | 1.000000e-08 | 1.000000e-08 | 90.70 | 90.59 | 91.99 | 89.69 | 91.65 | 89.28 | 91.21 | 92.59 | 91.29 | 91.07 | 91.54 | 92.59 | 90.03 | 91.92 | 93.36 | 90.83 | 90.32 | 91.33 | 90.22 | 90.89 | 91.67 | 92.42 | 91.95 | 91.07 | 92.14 | 89.96 |
| 452 | 372 | 32 | 0.01 | 48 | 0.00100 | 36 | 0.000000e+00 | 0.000000e+00 | 91.52 | 91.29 | 91.70 | 92.86 | 93.49 | 91.01 | 90.56 | 91.20 | 91.13 | 90.80 | 91.73 | 91.29 | 91.36 | 93.57 | 93.00 | 90.11 | 92.18 | 90.52 | 92.97 | 92.46 | 93.09 | 92.29 | 91.52 | 93.10 | 93.32 | 90.59 |
| 453 | 372 | 32 | 0.01 | 48 | 0.00100 | 36 | 0.000000e+00 | 1.000000e-08 | 93.07 | 92.07 | 93.44 | 90.66 | 89.90 | 87.94 | 91.18 | 90.88 | 91.18 | 93.14 | 92.45 | 91.75 | 91.66 | 92.62 | 94.17 | 91.23 | 92.90 | 92.08 | 92.52 | 92.10 | 92.03 | 92.77 | 92.75 | 93.06 | 92.11 | 90.74 |
| 454 | 372 | 32 | 0.01 | 48 | 0.00100 | 36 | 1.000000e-08 | 0.000000e+00 | 90.52 | 91.67 | 90.17 | 91.50 | 94.28 | 91.43 | 91.97 | 92.85 | 91.36 | 91.15 | 93.75 | 91.81 | 90.65 | 91.52 | 92.36 | 92.55 | 92.97 | 92.64 | 91.34 | 90.91 | 91.81 | 91.13 | 92.15 | 92.36 | 91.27 | 92.06 |
| 455 | 372 | 32 | 0.01 | 48 | 0.00100 | 36 | 1.000000e-08 | 1.000000e-08 | 91.93 | 91.53 | 91.94 | 90.98 | 92.24 | 90.30 | 89.46 | 91.91 | 93.74 | 93.65 | 92.51 | 90.91 | 91.58 | 92.68 | 90.62 | 91.00 | 90.11 | 90.91 | 93.52 | 92.44 | 92.07 | 92.32 | 94.48 | 92.61 | 91.66 | 90.22 |
| 472 | 372 | 32 | 0.01 | 64 | 0.00100 | 36 | 0.000000e+00 | 0.000000e+00 | 92.73 | 92.28 | 92.44 | 90.17 | 92.43 | 93.18 | 91.60 | 92.59 | 91.84 | 91.78 | 91.70 | 91.31 | 91.83 | 94.03 | 90.58 | 91.10 | 92.90 | 92.35 | 93.90 | 92.84 | 93.46 | 90.86 | 94.26 | 92.31 | 91.96 | 91.91 |
| 473 | 372 | 32 | 0.01 | 64 | 0.00100 | 36 | 0.000000e+00 | 1.000000e-08 | 92.52 | 92.40 | 90.86 | 93.61 | 92.12 | 92.01 | 90.74 | 91.54 | 91.76 | 89.63 | 90.42 | 90.71 | 92.34 | 89.27 | 92.73 | 91.91 | 91.61 | 92.12 | 92.32 | 91.48 | 93.52 | 92.79 | 92.66 | 91.91 | 92.01 | 92.62 |
| 474 | 372 | 32 | 0.01 | 64 | 0.00100 | 36 | 1.000000e-08 | 0.000000e+00 | 90.06 | 91.81 | 92.71 | 90.21 | 92.50 | 92.54 | 92.73 | 90.83 | 91.10 | 91.71 | 92.79 | 91.78 | 92.39 | 90.40 | 92.27 | 91.47 | 93.31 | 92.68 | 92.02 | 93.10 | 92.69 | 93.59 | 91.67 | 92.12 | 91.12 | 92.13 |
| 475 | 372 | 32 | 0.01 | 64 | 0.00100 | 36 | 1.000000e-08 | 1.000000e-08 | 93.27 | 91.09 | 91.89 | 92.77 | 91.95 | 92.17 | 91.52 | 90.42 | 90.80 | 91.31 | 93.09 | 92.97 | 91.24 | 92.19 | 93.05 | 89.95 | 90.07 | 91.39 | 92.12 | 91.64 | 93.61 | 91.72 | 93.17 | 92.20 | 92.60 | 90.99 |
| 492 | 372 | 32 | 0.01 | 32 | 0.00100 | 48 | 0.000000e+00 | 0.000000e+00 | 92.14 | 91.55 | 91.66 | 90.20 | 92.54 | 89.20 | 92.72 | 89.72 | 91.64 | 92.67 | 89.03 | 88.37 | 91.10 | 90.82 | 89.91 | 91.92 | 92.10 | 91.59 | 91.29 | 89.79 | 91.42 | 92.19 | 93.30 | 89.39 | 91.68 | 90.38 |
| 493 | 372 | 32 | 0.01 | 32 | 0.00100 | 48 | 0.000000e+00 | 1.000000e-08 | 91.36 | 91.66 | 92.78 | 89.33 | 94.12 | 90.38 | 90.14 | 91.69 | 92.07 | 90.82 | 92.79 | 90.66 | 91.35 | 91.76 | 91.55 | 91.57 | 93.32 | 90.56 | 91.72 | 91.28 | 91.65 | 91.46 | 93.44 | 90.91 | 91.69 | 90.94 |
| 494 | 372 | 32 | 0.01 | 32 | 0.00100 | 48 | 1.000000e-08 | 0.000000e+00 | 91.33 | 90.47 | 93.10 | 91.05 | 91.67 | 89.93 | 90.04 | 92.00 | 91.12 | 92.13 | 90.13 | 89.87 | 92.83 | 91.88 | 90.76 | 91.62 | 91.46 | 90.23 | 90.75 | 90.13 | 92.14 | 93.56 | 93.49 | 91.44 | 92.72 | 92.60 |
| 495 | 372 | 32 | 0.01 | 32 | 0.00100 | 48 | 1.000000e-08 | 1.000000e-08 | 91.31 | 91.25 | 90.11 | 89.34 | 92.93 | 90.21 | 91.61 | 91.42 | 90.09 | 90.99 | 91.75 | 91.86 | 91.29 | 92.56 | 92.10 | 91.87 | 92.20 | 90.51 | 91.46 | 92.51 | 91.59 | 92.28 | 92.74 | 90.38 | 90.55 | 90.74 |
| 512 | 372 | 32 | 0.01 | 48 | 0.00100 | 48 | 0.000000e+00 | 0.000000e+00 | 92.39 | 92.83 | 92.03 | 92.05 | 91.28 | 91.96 | 92.41 | 92.54 | 90.59 | 93.13 | 92.12 | 90.59 | 88.68 | 92.94 | 90.60 | 92.05 | 92.43 | 92.70 | 92.31 | 89.67 | 93.43 | 92.36 | 93.23 | 92.55 | 93.85 | 91.24 |
| 513 | 372 | 32 | 0.01 | 48 | 0.00100 | 48 | 0.000000e+00 | 1.000000e-08 | 91.37 | 91.98 | 92.07 | 90.68 | 93.02 | 91.40 | 93.06 | 90.56 | 90.72 | 92.74 | 91.65 | 89.09 | 93.69 | 92.56 | 92.11 | 92.91 | 92.17 | 90.70 | 90.82 | 90.94 | 93.45 | 92.70 | 92.96 | 91.44 | 91.63 | 92.10 |
| 514 | 372 | 32 | 0.01 | 48 | 0.00100 | 48 | 1.000000e-08 | 0.000000e+00 | 93.25 | 92.65 | 90.92 | 90.21 | 91.52 | 92.89 | 91.36 | 93.31 | 92.77 | 91.70 | 92.53 | 91.83 | 93.22 | 91.77 | 93.50 | 92.37 | 92.51 | 93.18 | 91.71 | 92.53 | 91.63 | 76.36 | 93.17 | 92.70 | 95.06 | 93.28 |
| 515 | 372 | 32 | 0.01 | 48 | 0.00100 | 48 | 1.000000e-08 | 1.000000e-08 | 93.28 | 92.23 | 91.59 | 90.12 | 90.87 | 91.07 | 91.85 | 93.02 | 90.51 | 91.39 | 91.21 | 94.47 | 92.52 | 91.55 | 91.21 | 93.75 | 92.22 | 92.18 | 93.03 | 92.08 | 94.39 | 92.69 | 90.20 | 91.72 | 93.22 | 92.69 |
| 532 | 372 | 32 | 0.01 | 64 | 0.00100 | 48 | 0.000000e+00 | 0.000000e+00 | 90.40 | 91.85 | 94.24 | 90.50 | 93.88 | 90.27 | 91.98 | 92.79 | 91.73 | 93.61 | 92.34 | 91.64 | 90.88 | 93.21 | 93.06 | 92.04 | 92.36 | 91.50 | 93.55 | 92.24 | 92.88 | 92.71 | 92.18 | 92.38 | 92.42 | 92.45 |
| 533 | 372 | 32 | 0.01 | 64 | 0.00100 | 48 | 0.000000e+00 | 1.000000e-08 | 91.09 | 92.39 | 93.61 | 91.02 | 89.42 | 92.30 | 91.72 | 93.67 | 92.16 | 91.90 | 92.59 | 92.29 | 91.30 | 91.49 | 90.75 | 92.83 | 92.38 | 92.48 | 92.85 | 90.82 | 93.87 | 93.97 | 94.87 | 92.91 | 92.02 | 91.09 |
| 534 | 372 | 32 | 0.01 | 64 | 0.00100 | 48 | 1.000000e-08 | 0.000000e+00 | 90.65 | 91.31 | 93.31 | 91.46 | 91.42 | 90.80 | 91.78 | 90.43 | 92.87 | 93.17 | 92.21 | 93.05 | 92.75 | 92.71 | 93.99 | 91.71 | 88.70 | 92.24 | 89.53 | 92.49 | 92.51 | 93.31 | 92.46 | 92.95 | 92.46 | 91.94 |
| 535 | 372 | 32 | 0.01 | 64 | 0.00100 | 48 | 1.000000e-08 | 1.000000e-08 | 92.74 | 92.42 | 90.95 | 90.80 | 91.83 | 92.85 | 90.41 | 88.87 | 92.09 | 92.69 | 91.78 | 90.42 | 92.95 | 93.84 | 77.25 | 91.46 | 92.65 | 92.30 | 93.27 | 94.43 | 92.80 | 83.95 | 91.85 | 93.04 | 93.09 | 92.19 |
| 552 | 372 | 32 | 0.01 | 32 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 91.22 | 90.97 | 92.69 | 92.62 | 91.48 | 91.31 | 91.37 | 90.38 | 89.74 | 91.21 | 92.61 | 93.07 | 92.16 | 90.24 | 91.19 | 92.81 | 94.01 | 91.80 | 92.01 | 89.61 | 93.01 | 91.08 | 93.30 | 92.44 | 91.83 | 92.67 |
| 553 | 372 | 32 | 0.01 | 32 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 91.91 | 91.22 | 91.06 | 92.13 | 90.02 | 91.11 | 90.39 | 91.66 | 93.72 | 93.48 | 92.70 | 89.86 | 90.06 | 91.68 | 91.52 | 91.12 | 93.08 | 92.61 | 91.06 | 91.49 | 92.69 | 90.95 | 91.58 | 93.09 | 91.24 | 91.10 |
| 554 | 372 | 32 | 0.01 | 32 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 90.59 | 93.60 | 90.33 | 90.65 | 91.47 | 91.51 | 91.23 | 89.91 | 87.98 | 90.58 | 92.99 | 89.02 | 91.37 | 91.84 | 91.71 | 89.50 | 91.94 | 90.26 | 91.26 | 92.33 | 93.75 | 92.27 | 93.11 | 91.89 | 92.23 | 90.51 |
| 555 | 372 | 32 | 0.01 | 32 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 91.01 | 91.96 | 90.09 | 88.79 | 92.91 | 89.51 | 89.04 | 91.05 | 89.78 | 91.10 | 93.18 | 91.93 | 88.70 | 89.41 | 90.16 | 90.03 | 90.99 | 90.46 | 91.12 | 91.13 | 92.20 | 91.50 | 91.36 | 90.15 | 90.05 | 89.84 |
| 572 | 372 | 32 | 0.01 | 48 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 91.66 | 89.69 | 90.85 | 91.81 | 93.74 | 89.59 | 91.70 | 91.00 | 91.59 | 92.31 | 92.92 | 91.21 | 91.34 | 92.91 | 90.89 | 93.35 | 91.98 | 91.38 | 91.03 | 93.50 | 91.41 | 93.41 | 93.16 | 92.14 | 93.61 | 93.09 |
| 573 | 372 | 32 | 0.01 | 48 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 90.06 | 92.24 | 94.39 | 91.47 | 91.33 | 90.51 | 91.42 | 91.48 | 91.01 | 94.07 | 93.15 | 89.31 | 92.30 | 90.41 | 91.40 | 90.85 | 93.07 | 92.71 | 92.95 | 91.91 | 90.82 | 92.53 | 91.65 | 92.04 | 92.74 | 92.85 |
| 574 | 372 | 32 | 0.01 | 48 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 89.42 | 92.43 | 92.28 | 92.55 | 92.90 | 90.10 | 93.09 | 90.29 | 93.35 | 92.80 | 90.76 | 91.39 | 91.53 | 94.81 | 90.79 | 92.65 | 93.65 | 92.26 | 90.71 | 91.53 | 90.74 | 92.82 | 92.75 | 92.32 | 91.27 | 92.22 |
| 575 | 372 | 32 | 0.01 | 48 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 93.05 | 92.00 | 90.32 | 90.68 | 93.15 | 92.38 | 93.68 | 92.49 | 91.42 | 91.31 | 92.37 | 90.92 | 92.87 | 93.29 | 93.49 | 90.46 | 92.67 | 92.40 | 92.12 | 92.58 | 92.53 | 93.37 | 92.87 | 91.21 | 91.83 | 90.34 |
| 592 | 372 | 32 | 0.01 | 64 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 90.74 | 91.55 | 92.21 | 92.04 | 92.12 | 91.34 | 90.91 | 93.62 | 91.92 | 93.44 | 92.69 | 91.68 | 92.79 | 92.96 | 91.96 | 91.22 | 89.73 | 91.26 | 93.43 | 93.54 | 93.25 | 91.44 | 93.65 | 94.17 | 92.23 | 91.93 |
| 593 | 372 | 32 | 0.01 | 64 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 92.24 | 91.99 | 91.06 | 94.07 | 92.14 | 92.65 | 92.85 | 92.94 | 93.06 | 92.30 | 93.22 | 92.35 | 92.13 | 92.67 | 90.67 | 92.96 | 93.18 | 92.39 | 92.24 | 92.80 | 92.34 | 93.33 | 93.16 | 94.01 | 93.22 | 90.42 |
| 594 | 372 | 32 | 0.01 | 64 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 89.91 | 92.55 | 93.31 | 90.89 | 92.72 | 92.15 | 90.60 | 89.27 | 92.14 | 93.29 | 93.90 | 91.05 | 91.67 | 90.92 | 90.10 | 91.42 | 93.44 | 91.86 | 91.85 | 90.66 | 94.03 | 91.77 | 94.69 | 92.61 | 93.31 | 93.31 |
| 595 | 372 | 32 | 0.01 | 64 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 92.28 | 91.87 | 93.31 | 91.46 | 92.57 | 90.24 | 92.37 | 91.85 | 92.84 | 91.31 | 93.64 | 90.92 | 93.88 | 90.34 | 92.29 | 92.18 | 91.34 | 92.78 | 92.18 | 89.82 | 93.81 | 91.71 | 94.10 | 93.18 | 93.25 | 92.62 |
| 612 | 372 | 32 | 0.01 | 32 | 0.00001 | 36 | 0.000000e+00 | 0.000000e+00 | 90.94 | 91.45 | 90.27 | 91.79 | 91.75 | 91.10 | 91.21 | 90.93 | 91.52 | 91.47 | 91.94 | 90.89 | 91.51 | 91.24 | 91.73 | 90.25 | 91.55 | 91.75 | 91.87 | 90.61 | 92.39 | 90.62 | 91.89 | 92.19 | 89.82 | 90.44 |
| 613 | 372 | 32 | 0.01 | 32 | 0.00001 | 36 | 0.000000e+00 | 1.000000e-08 | 90.25 | 91.88 | 88.94 | 89.72 | 91.20 | 90.66 | 91.33 | 91.89 | 91.19 | 90.80 | 93.95 | 89.41 | 92.10 | 91.41 | 90.04 | 91.20 | 93.90 | 89.59 | 91.89 | 92.77 | 92.90 | 91.31 | 93.46 | 89.37 | 92.07 | 88.89 |
| 614 | 372 | 32 | 0.01 | 32 | 0.00001 | 36 | 1.000000e-08 | 0.000000e+00 | 90.00 | 92.36 | 90.69 | 89.13 | 92.47 | 88.59 | 91.86 | 91.25 | 89.90 | 90.59 | 91.86 | 89.62 | 91.78 | 91.33 | 90.48 | 91.61 | 91.87 | 92.39 | 89.49 | 91.43 | 92.20 | 89.64 | 91.53 | 90.55 | 91.17 | 89.03 |
| 615 | 372 | 32 | 0.01 | 32 | 0.00001 | 36 | 1.000000e-08 | 1.000000e-08 | 89.73 | 90.92 | 92.76 | 89.25 | 91.76 | 89.29 | 90.75 | 89.69 | 90.36 | 90.75 | 92.42 | 91.06 | 90.75 | 91.23 | 91.52 | 90.31 | 92.54 | 93.68 | 90.98 | 90.61 | 92.74 | 90.93 | 91.87 | 91.84 | 90.92 | 88.92 |
| 632 | 372 | 32 | 0.01 | 48 | 0.00001 | 36 | 0.000000e+00 | 0.000000e+00 | 93.29 | 92.16 | 93.62 | 92.36 | 91.75 | 92.21 | 91.32 | 90.17 | 92.28 | 92.01 | 93.27 | 89.15 | 91.97 | 90.61 | 90.81 | 92.17 | 93.42 | 93.40 | 92.06 | 91.07 | 93.30 | 91.99 | 90.42 | 91.82 | 91.56 | 91.20 |
| 633 | 372 | 32 | 0.01 | 48 | 0.00001 | 36 | 0.000000e+00 | 1.000000e-08 | 91.52 | 91.53 | 93.09 | 90.38 | 92.62 | 92.25 | 89.13 | 90.51 | 92.19 | 91.32 | 92.34 | 90.96 | 89.78 | 92.16 | 89.82 | 92.07 | 93.55 | 91.70 | 92.29 | 92.59 | 91.54 | 92.77 | 92.49 | 92.97 | 91.99 | 90.85 |
| 634 | 372 | 32 | 0.01 | 48 | 0.00001 | 36 | 1.000000e-08 | 0.000000e+00 | 90.87 | 92.46 | 92.98 | 91.46 | 90.87 | 91.87 | 91.66 | 91.26 | 93.13 | 92.55 | 90.86 | 91.80 | 92.15 | 92.44 | 89.74 | 91.63 | 92.00 | 91.04 | 93.91 | 92.00 | 92.63 | 91.46 | 92.36 | 90.99 | 92.12 | 88.95 |
| 635 | 372 | 32 | 0.01 | 48 | 0.00001 | 36 | 1.000000e-08 | 1.000000e-08 | 91.70 | 93.43 | 91.48 | 90.08 | 90.89 | 91.05 | 93.50 | 92.85 | 91.13 | 89.71 | 92.61 | 90.37 | 88.91 | 91.91 | 92.53 | 92.91 | 93.02 | 93.53 | 93.21 | 91.22 | 93.17 | 91.64 | 92.98 | 90.15 | 93.16 | 91.36 |
| 652 | 372 | 32 | 0.01 | 64 | 0.00001 | 36 | 0.000000e+00 | 0.000000e+00 | 91.44 | 94.15 | 92.51 | 93.27 | 91.20 | 90.27 | 90.96 | 90.71 | 90.81 | 90.58 | 90.16 | 91.38 | 92.37 | 92.37 | 91.23 | 93.98 | 92.88 | 93.71 | 91.68 | 90.98 | 92.87 | 93.05 | 92.60 | 92.54 | 92.85 | 91.51 |
| 653 | 372 | 32 | 0.01 | 64 | 0.00001 | 36 | 0.000000e+00 | 1.000000e-08 | 92.88 | 92.81 | 92.89 | 91.72 | 92.93 | 92.23 | 94.82 | 90.59 | 92.33 | 91.65 | 92.24 | 92.64 | 92.56 | 92.22 | 93.11 | 91.52 | 94.44 | 92.75 | 92.20 | 92.01 | 92.39 | 93.30 | 93.34 | 91.65 | 92.15 | 92.20 |
| 654 | 372 | 32 | 0.01 | 64 | 0.00001 | 36 | 1.000000e-08 | 0.000000e+00 | 91.37 | 90.60 | 92.81 | 90.34 | 93.22 | 90.55 | 91.54 | 92.25 | 90.70 | 93.57 | 91.28 | 90.24 | 93.08 | 93.55 | 92.50 | 90.61 | 91.85 | 91.91 | 92.79 | 91.69 | 93.22 | 92.20 | 93.32 | 91.89 | 92.97 | 91.19 |
| 655 | 372 | 32 | 0.01 | 64 | 0.00001 | 36 | 1.000000e-08 | 1.000000e-08 | 92.60 | 90.91 | 92.99 | 92.78 | 92.67 | 91.04 | 90.95 | 91.09 | 92.39 | 92.93 | 92.79 | 92.17 | 92.81 | 92.37 | 94.08 | 93.48 | 92.51 | 91.68 | 94.11 | 92.75 | 92.67 | 93.42 | 93.91 | 91.98 | 92.51 | 92.27 |
| 672 | 372 | 32 | 0.01 | 32 | 0.00001 | 48 | 0.000000e+00 | 0.000000e+00 | 92.24 | 92.38 | 91.77 | 90.23 | 92.16 | 89.54 | 91.03 | 91.73 | 91.36 | 93.16 | 91.46 | 89.96 | 89.46 | 90.95 | 92.99 | 89.44 | 90.54 | 91.91 | 92.54 | 92.28 | 92.92 | 91.49 | 90.36 | 91.03 | 90.90 | 90.04 |
| 673 | 372 | 32 | 0.01 | 32 | 0.00001 | 48 | 0.000000e+00 | 1.000000e-08 | 92.46 | 90.50 | 92.80 | 91.82 | 92.50 | 90.80 | 90.88 | 89.21 | 89.87 | 93.27 | 91.83 | 90.38 | 91.98 | 91.94 | 90.71 | 92.76 | 92.67 | 91.30 | 90.33 | 91.00 | 91.89 | 91.16 | 91.44 | 90.63 | 90.48 | 92.88 |
| 674 | 372 | 32 | 0.01 | 32 | 0.00001 | 48 | 1.000000e-08 | 0.000000e+00 | 91.46 | 90.93 | 93.07 | 91.45 | 90.50 | 91.87 | 89.48 | 91.02 | 90.26 | 90.17 | 91.60 | 91.51 | 91.28 | 90.32 | 92.12 | 89.14 | 91.97 | 89.64 | 91.58 | 91.76 | 91.28 | 91.55 | 92.41 | 91.99 | 91.91 | 91.53 |
| 675 | 372 | 32 | 0.01 | 32 | 0.00001 | 48 | 1.000000e-08 | 1.000000e-08 | 91.40 | 90.87 | 92.39 | 92.71 | 93.13 | 90.40 | 90.30 | 92.82 | 92.43 | 92.37 | 92.04 | 90.77 | 92.24 | 93.44 | 92.88 | 93.70 | 92.01 | 91.91 | 92.05 | 93.78 | 90.80 | 92.10 | 90.95 | 92.38 | 92.82 | 90.76 |
| 692 | 372 | 32 | 0.01 | 48 | 0.00001 | 48 | 0.000000e+00 | 0.000000e+00 | 91.36 | 92.11 | 91.53 | 92.89 | 93.33 | 91.08 | 92.52 | 93.40 | 92.27 | 92.17 | 92.36 | 91.38 | 89.76 | 92.23 | 93.11 | 92.44 | 90.64 | 92.03 | 92.99 | 92.30 | 92.38 | 94.01 | 93.31 | 76.66 | 92.37 | 90.53 |
| 693 | 372 | 32 | 0.01 | 48 | 0.00001 | 48 | 0.000000e+00 | 1.000000e-08 | 91.01 | 92.37 | 92.41 | 92.23 | 91.67 | 91.30 | 93.26 | 92.63 | 90.53 | 94.10 | 89.28 | 91.31 | 91.90 | 93.13 | 93.82 | 91.57 | 92.31 | 92.46 | 90.98 | 91.27 | 93.05 | 92.59 | 91.72 | 93.39 | 90.81 | 91.75 |
| 694 | 372 | 32 | 0.01 | 48 | 0.00001 | 48 | 1.000000e-08 | 0.000000e+00 | 94.09 | 91.57 | 93.03 | 90.28 | 90.93 | 91.70 | 88.27 | 92.78 | 90.64 | 92.77 | 91.21 | 89.68 | 92.85 | 91.04 | 94.40 | 92.49 | 89.64 | 91.99 | 93.12 | 91.18 | 94.00 | 94.01 | 93.58 | 90.79 | 93.18 | 89.27 |
| 695 | 372 | 32 | 0.01 | 48 | 0.00001 | 48 | 1.000000e-08 | 1.000000e-08 | 91.34 | 90.69 | 92.90 | 91.54 | 93.00 | 90.33 | 92.54 | 93.35 | 91.07 | 93.49 | 91.57 | 91.33 | 92.78 | 93.44 | 92.24 | 92.18 | 92.58 | 93.03 | 93.04 | 91.83 | 89.79 | 93.14 | 92.54 | 90.71 | 92.78 | 91.72 |
| 712 | 372 | 32 | 0.01 | 64 | 0.00001 | 48 | 0.000000e+00 | 0.000000e+00 | 92.49 | 91.43 | 92.94 | 91.83 | 94.82 | 91.15 | 91.83 | 92.97 | 92.11 | 73.98 | 91.51 | 89.71 | 92.56 | 90.88 | 92.72 | 92.81 | 91.60 | 90.38 | 90.94 | 92.06 | 93.86 | 78.09 | 76.90 | 93.68 | 92.50 | 92.32 |
| 713 | 372 | 32 | 0.01 | 64 | 0.00001 | 48 | 0.000000e+00 | 1.000000e-08 | 91.96 | 92.31 | 94.70 | 91.60 | 94.84 | 90.39 | 92.21 | 72.27 | 92.86 | 92.68 | 90.35 | 89.91 | 90.99 | 92.73 | 93.44 | 92.51 | 93.44 | 93.33 | 91.62 | 92.50 | 93.10 | 92.66 | 92.09 | 92.04 | 92.18 | 91.03 |
| 714 | 372 | 32 | 0.01 | 64 | 0.00001 | 48 | 1.000000e-08 | 0.000000e+00 | 93.68 | 93.15 | 92.95 | 91.99 | 94.11 | 92.73 | 92.79 | 90.94 | 92.66 | 92.61 | 89.65 | 89.60 | 92.03 | 92.45 | 93.59 | 93.66 | 94.41 | 92.20 | 92.74 | 92.44 | 91.00 | 72.86 | 93.79 | 92.92 | 92.07 | 91.57 |
| 715 | 372 | 32 | 0.01 | 64 | 0.00001 | 48 | 1.000000e-08 | 1.000000e-08 | 92.07 | 91.95 | 92.61 | 89.74 | 92.22 | 92.27 | 92.78 | 93.39 | 91.86 | 92.32 | 92.99 | 91.61 | 92.25 | 93.63 | 90.06 | 89.85 | 92.65 | 92.72 | 94.25 | 88.83 | 92.69 | 93.09 | 93.04 | 92.47 | 91.78 | 92.50 |
The global mean maximum row:
| mAP_valid_abs_values | mAP_valid_abs_values_2 | mAP_valid_abs_values_3 | mAP_valid_abs_values_4 | mAP_valid_abs_values_5 | mAP_valid_abs_values_6 | mAP_valid_abs_values_7 | mAP_valid_abs_values_8 | mAP_valid_abs_values_9 | mAP_valid_abs_values_10 | mAP_valid_abs_values_11 | mAP_valid_abs_values_12 | mAP_valid_abs_values_13 | mAP_valid_abs_values_14 | mAP_valid_abs_values_15 | mAP_valid_abs_values_16 | mAP_valid_abs_values_17 | mAP_valid_abs_values_18 | mAP_valid_abs_values_19 | mAP_valid_abs_values_20 | mAP_valid_abs_values_21 | mAP_valid_abs_values_22 | mAP_valid_abs_values_23 | mAP_valid_abs_values_24 | mAP_valid_abs_values_25 | mAP_valid_abs_values_26 | average_map | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 575 | 89.05 | 90.18 | 90.61 | 90.09 | 90.14 | 89.98 | 90.84 | 90.18 | 88.71 | 89.35 | 90.80 | 91.07 | 90.10 | 89.75 | 90.40 | 90.26 | 89.70 | 89.23 | 90.58 | 90.61 | 90.69 | 89.59 | 88.18 | 89.56 | 90.81 | 88.74 | 89.969231 |
| 552 | 91.26 | 90.57 | 90.39 | 90.41 | 87.78 | 89.70 | 89.23 | 90.62 | 89.48 | 89.54 | 90.40 | 91.52 | 88.69 | 89.65 | 89.74 | 89.42 | 90.34 | 89.73 | 90.73 | 91.23 | 90.27 | 90.64 | 88.92 | 90.91 | 89.66 | 88.19 | 89.962308 |
| 595 | 90.02 | 89.65 | 88.09 | 89.71 | 91.04 | 89.88 | 90.93 | 89.67 | 90.29 | 88.97 | 91.18 | 89.84 | 90.45 | 88.76 | 89.28 | 88.84 | 90.61 | 91.06 | 90.17 | 91.05 | 89.91 | 89.99 | 90.09 | 89.66 | 89.14 | 90.62 | 89.957692 |
| 374 | 89.83 | 90.11 | 90.63 | 90.50 | 88.51 | 90.94 | 90.51 | 89.24 | 89.84 | 89.52 | 91.25 | 90.05 | 89.58 | 90.39 | 90.53 | 91.30 | 90.19 | 88.97 | 89.78 | 91.02 | 89.98 | 88.33 | 89.15 | 89.90 | 90.74 | 88.05 | 89.955385 |
| 675 | 89.34 | 88.96 | 88.49 | 89.94 | 88.62 | 91.84 | 88.84 | 91.73 | 89.38 | 90.73 | 89.57 | 90.57 | 87.64 | 89.94 | 91.16 | 90.79 | 90.09 | 89.49 | 90.60 | 92.52 | 88.70 | 89.92 | 89.81 | 89.42 | 89.28 | 90.94 | 89.935000 |
| 592 | 89.86 | 88.38 | 90.61 | 89.66 | 89.31 | 90.22 | 90.30 | 90.84 | 88.69 | 90.01 | 90.89 | 90.40 | 90.47 | 90.14 | 89.57 | 89.04 | 88.33 | 89.68 | 90.17 | 89.70 | 87.85 | 90.85 | 89.26 | 90.48 | 91.34 | 89.54 | 89.830385 |
| 574 | 88.80 | 90.39 | 89.45 | 89.48 | 90.12 | 89.81 | 89.88 | 90.22 | 90.07 | 90.04 | 89.86 | 90.98 | 90.13 | 91.29 | 89.21 | 90.00 | 89.58 | 90.51 | 90.20 | 90.67 | 88.94 | 90.61 | 87.88 | 89.48 | 88.71 | 88.68 | 89.807308 |
| 415 | 88.62 | 90.28 | 89.67 | 88.85 | 87.69 | 90.45 | 89.70 | 91.10 | 88.64 | 89.91 | 90.58 | 90.54 | 88.84 | 88.84 | 88.54 | 89.93 | 89.52 | 91.89 | 90.23 | 90.92 | 90.27 | 91.62 | 89.63 | 89.37 | 89.93 | 89.42 | 89.806923 |
| 393 | 90.05 | 89.33 | 89.99 | 88.65 | 89.50 | 89.47 | 89.55 | 89.49 | 89.68 | 88.12 | 90.66 | 92.12 | 89.96 | 88.60 | 89.55 | 90.19 | 88.40 | 89.78 | 91.11 | 90.83 | 89.72 | 89.89 | 90.21 | 89.27 | 91.49 | 89.28 | 89.803462 |
| 372 | 89.38 | 90.02 | 89.67 | 89.47 | 88.93 | 91.25 | 90.09 | 90.61 | 89.26 | 89.92 | 90.80 | 90.39 | 90.38 | 90.21 | 90.48 | 87.24 | 89.70 | 89.49 | 90.89 | 90.88 | 87.29 | 91.39 | 91.10 | 88.50 | 88.75 | 87.89 | 89.768462 |
Model performance on validation data (Mann-Whitney U Test)
Statistical Significance:
Using the global mean maximum row as the reference, we perform the right-tailed t-test to identify significant hyperparameters.
Code
pvalues_mw = []
pvalues_real_mw = []
for _,index in enumerate(dt_valid_sub.index):
_, p_value_mw = stats.mannwhitneyu(max_row[:-1], dt_valid_sub.loc[index][:-1], alternative='greater')#, method = 'asymptotic')
pvalues_real_mw.append(p_value_mw)
pvalues_mw.append((p_value_mw >= 0.05)*1)
dt_valid_sub_mw['pvalues_mw'] = pvalues_real_mw
dt_valid_sub_mw['sig_mw'] = pvalues_mw
dt_valid_sub_mw1 = dt_valid_sub_mw.query('sig_mw == 1')
max_indexx = dt_valid_sub_mw1.iloc[:, :-3].mean().idxmax()
#print(sum(pvalues),max_indexx)| input_size | output_size | learning_rate | batch_size | alpha | margin | l1_reg | l2_reg | mAP_valid_abs_values | mAP_valid_abs_values_2 | mAP_valid_abs_values_3 | mAP_valid_abs_values_4 | mAP_valid_abs_values_5 | mAP_valid_abs_values_6 | mAP_valid_abs_values_7 | mAP_valid_abs_values_8 | mAP_valid_abs_values_9 | mAP_valid_abs_values_10 | mAP_valid_abs_values_11 | mAP_valid_abs_values_12 | mAP_valid_abs_values_13 | mAP_valid_abs_values_14 | mAP_valid_abs_values_15 | mAP_valid_abs_values_16 | mAP_valid_abs_values_17 | mAP_valid_abs_values_18 | mAP_valid_abs_values_19 | mAP_valid_abs_values_20 | mAP_valid_abs_values_21 | mAP_valid_abs_values_22 | mAP_valid_abs_values_23 | mAP_valid_abs_values_24 | mAP_valid_abs_values_25 | mAP_valid_abs_values_26 | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 552 | 372 | 32 | 0.01 | 32 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 91.26 | 90.57 | 90.39 | 90.41 | 87.78 | 89.70 | 89.23 | 90.62 | 89.48 | 89.54 | 90.40 | 91.52 | 88.69 | 89.65 | 89.74 | 89.42 | 90.34 | 89.73 | 90.73 | 91.23 | 90.27 | 90.64 | 88.92 | 90.91 | 89.66 | 88.19 |
| 675 | 372 | 32 | 0.01 | 32 | 0.00001 | 48 | 1.000000e-08 | 1.000000e-08 | 89.34 | 88.96 | 88.49 | 89.94 | 88.62 | 91.84 | 88.84 | 91.73 | 89.38 | 90.73 | 89.57 | 90.57 | 87.64 | 89.94 | 91.16 | 90.79 | 90.09 | 89.49 | 90.60 | 92.52 | 88.70 | 89.92 | 89.81 | 89.42 | 89.28 | 90.94 |
| 372 | 372 | 32 | 0.01 | 32 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 89.38 | 90.02 | 89.67 | 89.47 | 88.93 | 91.25 | 90.09 | 90.61 | 89.26 | 89.92 | 90.80 | 90.39 | 90.38 | 90.21 | 90.48 | 87.24 | 89.70 | 89.49 | 90.89 | 90.88 | 87.29 | 91.39 | 91.10 | 88.50 | 88.75 | 87.89 |
| 373 | 372 | 32 | 0.01 | 32 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 90.61 | 89.45 | 89.66 | 89.40 | 88.24 | 89.20 | 90.12 | 89.74 | 90.15 | 88.59 | 89.70 | 89.73 | 89.39 | 89.56 | 89.88 | 89.71 | 90.76 | 89.25 | 90.60 | 90.60 | 90.69 | 89.69 | 90.17 | 89.02 | 90.31 | 88.15 |
| 374 | 372 | 32 | 0.01 | 32 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 89.83 | 90.11 | 90.63 | 90.50 | 88.51 | 90.94 | 90.51 | 89.24 | 89.84 | 89.52 | 91.25 | 90.05 | 89.58 | 90.39 | 90.53 | 91.30 | 90.19 | 88.97 | 89.78 | 91.02 | 89.98 | 88.33 | 89.15 | 89.90 | 90.74 | 88.05 |
| 494 | 372 | 32 | 0.01 | 32 | 0.00100 | 48 | 1.000000e-08 | 0.000000e+00 | 88.81 | 89.98 | 89.75 | 90.52 | 90.81 | 90.01 | 88.90 | 89.79 | 89.39 | 89.16 | 88.64 | 90.57 | 88.43 | 90.57 | 90.50 | 89.66 | 90.00 | 89.46 | 90.08 | 89.53 | 88.70 | 89.32 | 89.82 | 90.44 | 90.36 | 89.80 |
| 572 | 372 | 32 | 0.01 | 48 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 87.65 | 88.79 | 89.27 | 88.78 | 89.95 | 88.64 | 88.26 | 89.07 | 90.08 | 91.17 | 90.48 | 90.40 | 90.94 | 90.22 | 90.09 | 88.93 | 89.15 | 88.87 | 91.04 | 90.15 | 87.81 | 90.00 | 88.90 | 89.83 | 91.05 | 90.59 |
| 573 | 372 | 32 | 0.01 | 48 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 88.25 | 87.88 | 90.53 | 89.20 | 88.78 | 90.64 | 88.34 | 88.44 | 89.25 | 89.30 | 90.56 | 90.66 | 89.59 | 89.46 | 90.40 | 90.07 | 89.17 | 90.04 | 90.00 | 89.56 | 87.37 | 90.93 | 89.36 | 88.74 | 90.90 | 91.39 |
| 574 | 372 | 32 | 0.01 | 48 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 88.80 | 90.39 | 89.45 | 89.48 | 90.12 | 89.81 | 89.88 | 90.22 | 90.07 | 90.04 | 89.86 | 90.98 | 90.13 | 91.29 | 89.21 | 90.00 | 89.58 | 90.51 | 90.20 | 90.67 | 88.94 | 90.61 | 87.88 | 89.48 | 88.71 | 88.68 |
| 575 | 372 | 32 | 0.01 | 48 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 89.05 | 90.18 | 90.61 | 90.09 | 90.14 | 89.98 | 90.84 | 90.18 | 88.71 | 89.35 | 90.80 | 91.07 | 90.10 | 89.75 | 90.40 | 90.26 | 89.70 | 89.23 | 90.58 | 90.61 | 90.69 | 89.59 | 88.18 | 89.56 | 90.81 | 88.74 |
| 692 | 372 | 32 | 0.01 | 48 | 0.00001 | 48 | 0.000000e+00 | 0.000000e+00 | 87.78 | 90.36 | 88.55 | 90.47 | 90.66 | 90.46 | 90.18 | 90.48 | 91.05 | 88.92 | 90.67 | 89.84 | 88.44 | 88.92 | 90.59 | 90.94 | 90.79 | 89.46 | 88.96 | 91.53 | 88.98 | 90.46 | 89.19 | 76.39 | 89.68 | 88.22 |
| 693 | 372 | 32 | 0.01 | 48 | 0.00001 | 48 | 0.000000e+00 | 1.000000e-08 | 87.67 | 89.22 | 89.55 | 89.25 | 88.64 | 90.04 | 88.82 | 89.97 | 88.91 | 91.12 | 88.22 | 89.26 | 89.48 | 90.95 | 90.22 | 91.02 | 90.35 | 90.51 | 89.22 | 90.82 | 89.81 | 89.26 | 88.89 | 91.81 | 88.37 | 89.12 |
| 695 | 372 | 32 | 0.01 | 48 | 0.00001 | 48 | 1.000000e-08 | 1.000000e-08 | 88.43 | 90.00 | 89.46 | 89.48 | 90.13 | 89.88 | 88.53 | 89.44 | 88.43 | 90.65 | 87.98 | 89.61 | 89.63 | 89.74 | 90.59 | 89.89 | 90.25 | 90.14 | 91.76 | 91.01 | 86.88 | 89.87 | 91.03 | 89.31 | 88.58 | 89.78 |
| 392 | 372 | 32 | 0.01 | 48 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 87.94 | 89.78 | 90.21 | 88.72 | 90.50 | 90.49 | 90.26 | 89.11 | 89.03 | 90.25 | 90.13 | 90.24 | 88.97 | 90.05 | 89.14 | 90.25 | 89.72 | 89.70 | 89.30 | 90.50 | 90.15 | 90.66 | 88.69 | 89.03 | 88.73 | 88.51 |
| 393 | 372 | 32 | 0.01 | 48 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 90.05 | 89.33 | 89.99 | 88.65 | 89.50 | 89.47 | 89.55 | 89.49 | 89.68 | 88.12 | 90.66 | 92.12 | 89.96 | 88.60 | 89.55 | 90.19 | 88.40 | 89.78 | 91.11 | 90.83 | 89.72 | 89.89 | 90.21 | 89.27 | 91.49 | 89.28 |
| 394 | 372 | 32 | 0.01 | 48 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 89.62 | 89.60 | 89.64 | 89.23 | 90.38 | 89.72 | 89.21 | 89.84 | 89.39 | 90.60 | 89.84 | 90.89 | 90.96 | 89.71 | 89.35 | 89.49 | 89.42 | 88.87 | 88.69 | 89.95 | 90.39 | 90.65 | 88.84 | 90.24 | 88.77 | 89.02 |
| 395 | 372 | 32 | 0.01 | 48 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 88.23 | 90.78 | 88.77 | 89.19 | 90.96 | 90.14 | 88.87 | 91.68 | 87.77 | 89.70 | 90.82 | 90.00 | 89.90 | 90.28 | 88.73 | 88.78 | 89.95 | 88.76 | 90.04 | 90.86 | 88.73 | 89.09 | 90.04 | 87.42 | 90.13 | 88.86 |
| 454 | 372 | 32 | 0.01 | 48 | 0.00100 | 36 | 1.000000e-08 | 0.000000e+00 | 89.24 | 89.53 | 88.95 | 89.72 | 89.94 | 88.88 | 91.76 | 89.67 | 90.23 | 88.79 | 90.12 | 88.83 | 91.00 | 89.50 | 89.98 | 89.24 | 89.07 | 90.53 | 90.00 | 90.89 | 89.99 | 89.28 | 88.50 | 90.63 | 88.45 | 88.01 |
| 514 | 372 | 32 | 0.01 | 48 | 0.00100 | 48 | 1.000000e-08 | 0.000000e+00 | 89.94 | 90.01 | 88.70 | 89.46 | 88.29 | 90.21 | 87.11 | 90.31 | 88.46 | 89.39 | 88.65 | 91.75 | 91.96 | 88.18 | 91.42 | 89.71 | 91.30 | 90.26 | 91.04 | 91.24 | 88.22 | 78.16 | 88.60 | 88.51 | 89.85 | 90.14 |
| 592 | 372 | 32 | 0.01 | 64 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 89.86 | 88.38 | 90.61 | 89.66 | 89.31 | 90.22 | 90.30 | 90.84 | 88.69 | 90.01 | 90.89 | 90.40 | 90.47 | 90.14 | 89.57 | 89.04 | 88.33 | 89.68 | 90.17 | 89.70 | 87.85 | 90.85 | 89.26 | 90.48 | 91.34 | 89.54 |
| 594 | 372 | 32 | 0.01 | 64 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 89.14 | 90.32 | 89.36 | 90.13 | 90.32 | 91.03 | 87.89 | 90.89 | 89.37 | 88.79 | 90.47 | 90.05 | 90.23 | 88.82 | 89.89 | 88.58 | 89.67 | 90.15 | 89.67 | 89.66 | 89.57 | 90.20 | 90.30 | 88.96 | 88.86 | 88.82 |
| 595 | 372 | 32 | 0.01 | 64 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 90.02 | 89.65 | 88.09 | 89.71 | 91.04 | 89.88 | 90.93 | 89.67 | 90.29 | 88.97 | 91.18 | 89.84 | 90.45 | 88.76 | 89.28 | 88.84 | 90.61 | 91.06 | 90.17 | 91.05 | 89.91 | 89.99 | 90.09 | 89.66 | 89.14 | 90.62 |
| 715 | 372 | 32 | 0.01 | 64 | 0.00001 | 48 | 1.000000e-08 | 1.000000e-08 | 88.85 | 90.51 | 90.32 | 87.58 | 89.39 | 90.50 | 87.92 | 91.09 | 89.63 | 89.33 | 90.07 | 89.62 | 91.10 | 87.91 | 88.72 | 89.32 | 90.56 | 90.57 | 90.55 | 88.18 | 90.51 | 89.76 | 90.74 | 87.58 | 90.33 | 89.60 |
| 414 | 372 | 32 | 0.01 | 64 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 89.47 | 90.52 | 88.59 | 90.01 | 90.42 | 88.91 | 89.11 | 89.42 | 88.62 | 89.23 | 90.57 | 90.01 | 90.13 | 90.55 | 89.47 | 89.79 | 90.07 | 88.97 | 90.44 | 90.46 | 90.01 | 89.67 | 88.59 | 90.99 | 89.89 | 89.95 |
| 415 | 372 | 32 | 0.01 | 64 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 88.62 | 90.28 | 89.67 | 88.85 | 87.69 | 90.45 | 89.70 | 91.10 | 88.64 | 89.91 | 90.58 | 90.54 | 88.84 | 88.84 | 88.54 | 89.93 | 89.52 | 91.89 | 90.23 | 90.92 | 90.27 | 91.62 | 89.63 | 89.37 | 89.93 | 89.42 |
Size of the All data: (144, 29)
Size of the Sig data: (25, 34)
Code
dt_mw11 = dt_mw[list(dt_mw.columns[dt_mw.columns.str.startswith('mAP_valid')])]
# Apply the function row-wise
dt_mw11['max_map'] = dt_mw11.apply(np.max, axis=1)
dt_mw11 = dt_mw11.sort_values(by = ['max_map'],ascending=False)
html_table = dt_mw11.to_html(index=True)
# Wrap in a scrollable div
scrollable_table = f"""
<div style="height: 400px; width: 100%; overflow-x: auto; overflow-y: auto;">
{html_table}
</div>
"""
# Display the scrollable table
display(HTML(scrollable_table))| mAP_valid_abs_values | mAP_valid_abs_values_2 | mAP_valid_abs_values_3 | mAP_valid_abs_values_4 | mAP_valid_abs_values_5 | mAP_valid_abs_values_6 | mAP_valid_abs_values_7 | mAP_valid_abs_values_8 | mAP_valid_abs_values_9 | mAP_valid_abs_values_10 | mAP_valid_abs_values_11 | mAP_valid_abs_values_12 | mAP_valid_abs_values_13 | mAP_valid_abs_values_14 | mAP_valid_abs_values_15 | mAP_valid_abs_values_16 | mAP_valid_abs_values_17 | mAP_valid_abs_values_18 | mAP_valid_abs_values_19 | mAP_valid_abs_values_20 | mAP_valid_abs_values_21 | mAP_valid_abs_values_22 | mAP_valid_abs_values_23 | mAP_valid_abs_values_24 | mAP_valid_abs_values_25 | mAP_valid_abs_values_26 | max_map | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 675 | 89.34 | 88.96 | 88.49 | 89.94 | 88.62 | 91.84 | 88.84 | 91.73 | 89.38 | 90.73 | 89.57 | 90.57 | 87.64 | 89.94 | 91.16 | 90.79 | 90.09 | 89.49 | 90.60 | 92.52 | 88.70 | 89.92 | 89.81 | 89.42 | 89.28 | 90.94 | 92.52 |
| 393 | 90.05 | 89.33 | 89.99 | 88.65 | 89.50 | 89.47 | 89.55 | 89.49 | 89.68 | 88.12 | 90.66 | 92.12 | 89.96 | 88.60 | 89.55 | 90.19 | 88.40 | 89.78 | 91.11 | 90.83 | 89.72 | 89.89 | 90.21 | 89.27 | 91.49 | 89.28 | 92.12 |
| 514 | 89.94 | 90.01 | 88.70 | 89.46 | 88.29 | 90.21 | 87.11 | 90.31 | 88.46 | 89.39 | 88.65 | 91.75 | 91.96 | 88.18 | 91.42 | 89.71 | 91.30 | 90.26 | 91.04 | 91.24 | 88.22 | 78.16 | 88.60 | 88.51 | 89.85 | 90.14 | 91.96 |
| 415 | 88.62 | 90.28 | 89.67 | 88.85 | 87.69 | 90.45 | 89.70 | 91.10 | 88.64 | 89.91 | 90.58 | 90.54 | 88.84 | 88.84 | 88.54 | 89.93 | 89.52 | 91.89 | 90.23 | 90.92 | 90.27 | 91.62 | 89.63 | 89.37 | 89.93 | 89.42 | 91.89 |
| 693 | 87.67 | 89.22 | 89.55 | 89.25 | 88.64 | 90.04 | 88.82 | 89.97 | 88.91 | 91.12 | 88.22 | 89.26 | 89.48 | 90.95 | 90.22 | 91.02 | 90.35 | 90.51 | 89.22 | 90.82 | 89.81 | 89.26 | 88.89 | 91.81 | 88.37 | 89.12 | 91.81 |
| 454 | 89.24 | 89.53 | 88.95 | 89.72 | 89.94 | 88.88 | 91.76 | 89.67 | 90.23 | 88.79 | 90.12 | 88.83 | 91.00 | 89.50 | 89.98 | 89.24 | 89.07 | 90.53 | 90.00 | 90.89 | 89.99 | 89.28 | 88.50 | 90.63 | 88.45 | 88.01 | 91.76 |
| 695 | 88.43 | 90.00 | 89.46 | 89.48 | 90.13 | 89.88 | 88.53 | 89.44 | 88.43 | 90.65 | 87.98 | 89.61 | 89.63 | 89.74 | 90.59 | 89.89 | 90.25 | 90.14 | 91.76 | 91.01 | 86.88 | 89.87 | 91.03 | 89.31 | 88.58 | 89.78 | 91.76 |
| 395 | 88.23 | 90.78 | 88.77 | 89.19 | 90.96 | 90.14 | 88.87 | 91.68 | 87.77 | 89.70 | 90.82 | 90.00 | 89.90 | 90.28 | 88.73 | 88.78 | 89.95 | 88.76 | 90.04 | 90.86 | 88.73 | 89.09 | 90.04 | 87.42 | 90.13 | 88.86 | 91.68 |
| 692 | 87.78 | 90.36 | 88.55 | 90.47 | 90.66 | 90.46 | 90.18 | 90.48 | 91.05 | 88.92 | 90.67 | 89.84 | 88.44 | 88.92 | 90.59 | 90.94 | 90.79 | 89.46 | 88.96 | 91.53 | 88.98 | 90.46 | 89.19 | 76.39 | 89.68 | 88.22 | 91.53 |
| 552 | 91.26 | 90.57 | 90.39 | 90.41 | 87.78 | 89.70 | 89.23 | 90.62 | 89.48 | 89.54 | 90.40 | 91.52 | 88.69 | 89.65 | 89.74 | 89.42 | 90.34 | 89.73 | 90.73 | 91.23 | 90.27 | 90.64 | 88.92 | 90.91 | 89.66 | 88.19 | 91.52 |
| 372 | 89.38 | 90.02 | 89.67 | 89.47 | 88.93 | 91.25 | 90.09 | 90.61 | 89.26 | 89.92 | 90.80 | 90.39 | 90.38 | 90.21 | 90.48 | 87.24 | 89.70 | 89.49 | 90.89 | 90.88 | 87.29 | 91.39 | 91.10 | 88.50 | 88.75 | 87.89 | 91.39 |
| 573 | 88.25 | 87.88 | 90.53 | 89.20 | 88.78 | 90.64 | 88.34 | 88.44 | 89.25 | 89.30 | 90.56 | 90.66 | 89.59 | 89.46 | 90.40 | 90.07 | 89.17 | 90.04 | 90.00 | 89.56 | 87.37 | 90.93 | 89.36 | 88.74 | 90.90 | 91.39 | 91.39 |
| 592 | 89.86 | 88.38 | 90.61 | 89.66 | 89.31 | 90.22 | 90.30 | 90.84 | 88.69 | 90.01 | 90.89 | 90.40 | 90.47 | 90.14 | 89.57 | 89.04 | 88.33 | 89.68 | 90.17 | 89.70 | 87.85 | 90.85 | 89.26 | 90.48 | 91.34 | 89.54 | 91.34 |
| 374 | 89.83 | 90.11 | 90.63 | 90.50 | 88.51 | 90.94 | 90.51 | 89.24 | 89.84 | 89.52 | 91.25 | 90.05 | 89.58 | 90.39 | 90.53 | 91.30 | 90.19 | 88.97 | 89.78 | 91.02 | 89.98 | 88.33 | 89.15 | 89.90 | 90.74 | 88.05 | 91.30 |
| 574 | 88.80 | 90.39 | 89.45 | 89.48 | 90.12 | 89.81 | 89.88 | 90.22 | 90.07 | 90.04 | 89.86 | 90.98 | 90.13 | 91.29 | 89.21 | 90.00 | 89.58 | 90.51 | 90.20 | 90.67 | 88.94 | 90.61 | 87.88 | 89.48 | 88.71 | 88.68 | 91.29 |
| 595 | 90.02 | 89.65 | 88.09 | 89.71 | 91.04 | 89.88 | 90.93 | 89.67 | 90.29 | 88.97 | 91.18 | 89.84 | 90.45 | 88.76 | 89.28 | 88.84 | 90.61 | 91.06 | 90.17 | 91.05 | 89.91 | 89.99 | 90.09 | 89.66 | 89.14 | 90.62 | 91.18 |
| 572 | 87.65 | 88.79 | 89.27 | 88.78 | 89.95 | 88.64 | 88.26 | 89.07 | 90.08 | 91.17 | 90.48 | 90.40 | 90.94 | 90.22 | 90.09 | 88.93 | 89.15 | 88.87 | 91.04 | 90.15 | 87.81 | 90.00 | 88.90 | 89.83 | 91.05 | 90.59 | 91.17 |
| 715 | 88.85 | 90.51 | 90.32 | 87.58 | 89.39 | 90.50 | 87.92 | 91.09 | 89.63 | 89.33 | 90.07 | 89.62 | 91.10 | 87.91 | 88.72 | 89.32 | 90.56 | 90.57 | 90.55 | 88.18 | 90.51 | 89.76 | 90.74 | 87.58 | 90.33 | 89.60 | 91.10 |
| 575 | 89.05 | 90.18 | 90.61 | 90.09 | 90.14 | 89.98 | 90.84 | 90.18 | 88.71 | 89.35 | 90.80 | 91.07 | 90.10 | 89.75 | 90.40 | 90.26 | 89.70 | 89.23 | 90.58 | 90.61 | 90.69 | 89.59 | 88.18 | 89.56 | 90.81 | 88.74 | 91.07 |
| 594 | 89.14 | 90.32 | 89.36 | 90.13 | 90.32 | 91.03 | 87.89 | 90.89 | 89.37 | 88.79 | 90.47 | 90.05 | 90.23 | 88.82 | 89.89 | 88.58 | 89.67 | 90.15 | 89.67 | 89.66 | 89.57 | 90.20 | 90.30 | 88.96 | 88.86 | 88.82 | 91.03 |
| 414 | 89.47 | 90.52 | 88.59 | 90.01 | 90.42 | 88.91 | 89.11 | 89.42 | 88.62 | 89.23 | 90.57 | 90.01 | 90.13 | 90.55 | 89.47 | 89.79 | 90.07 | 88.97 | 90.44 | 90.46 | 90.01 | 89.67 | 88.59 | 90.99 | 89.89 | 89.95 | 90.99 |
| 394 | 89.62 | 89.60 | 89.64 | 89.23 | 90.38 | 89.72 | 89.21 | 89.84 | 89.39 | 90.60 | 89.84 | 90.89 | 90.96 | 89.71 | 89.35 | 89.49 | 89.42 | 88.87 | 88.69 | 89.95 | 90.39 | 90.65 | 88.84 | 90.24 | 88.77 | 89.02 | 90.96 |
| 494 | 88.81 | 89.98 | 89.75 | 90.52 | 90.81 | 90.01 | 88.90 | 89.79 | 89.39 | 89.16 | 88.64 | 90.57 | 88.43 | 90.57 | 90.50 | 89.66 | 90.00 | 89.46 | 90.08 | 89.53 | 88.70 | 89.32 | 89.82 | 90.44 | 90.36 | 89.80 | 90.81 |
| 373 | 90.61 | 89.45 | 89.66 | 89.40 | 88.24 | 89.20 | 90.12 | 89.74 | 90.15 | 88.59 | 89.70 | 89.73 | 89.39 | 89.56 | 89.88 | 89.71 | 90.76 | 89.25 | 90.60 | 90.60 | 90.69 | 89.69 | 90.17 | 89.02 | 90.31 | 88.15 | 90.76 |
| 392 | 87.94 | 89.78 | 90.21 | 88.72 | 90.50 | 90.49 | 90.26 | 89.11 | 89.03 | 90.25 | 90.13 | 90.24 | 88.97 | 90.05 | 89.14 | 90.25 | 89.72 | 89.70 | 89.30 | 90.50 | 90.15 | 90.66 | 88.69 | 89.03 | 88.73 | 88.51 | 90.66 |
Code
####################################################
# Use the hyperparameters to the test data.
####################################################
optimal_params_mw1 = dt_valid.loc[dt_valid_sub_mw1.index][['input_size', 'output_size', 'learning_rate', 'batch_size', 'alpha', 'margin', 'l1_reg', 'l2_reg']]
optimal_params_mw = optimal_params_mw1.reset_index()
optimal_params_mw.drop(['index'], axis=1, inplace = True)
#rotation invariance test data with optimal parameters
test_data_mw1 = pd.merge(optimal_params_mw, dt_test, on=['input_size', 'output_size', 'learning_rate', 'batch_size', 'alpha', 'margin', 'l1_reg', 'l2_reg'])
test_data_1_sub_mw = test_data_mw1[list(test_data_mw1.columns[test_data_mw1.columns.str.startswith('mAP_test')])]Equivalent test data
| input_size | output_size | learning_rate | batch_size | alpha | margin | l1_reg | l2_reg | mAP_test_abs_values | mAP_test_abs_values_2 | mAP_test_abs_values_3 | mAP_test_abs_values_4 | mAP_test_abs_values_5 | mAP_test_abs_values_6 | mAP_test_abs_values_7 | mAP_test_abs_values_8 | mAP_test_abs_values_9 | mAP_test_abs_values_10 | mAP_test_abs_values_11 | mAP_test_abs_values_12 | mAP_test_abs_values_13 | mAP_test_abs_values_14 | mAP_test_abs_values_15 | mAP_test_abs_values_16 | mAP_test_abs_values_17 | mAP_test_abs_values_18 | mAP_test_abs_values_19 | mAP_test_abs_values_20 | mAP_test_abs_values_21 | mAP_test_abs_values_22 | mAP_test_abs_values_23 | mAP_test_abs_values_24 | mAP_test_abs_values_25 | mAP_test_abs_values_26 | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 1 | 372 | 32 | 0.01 | 32 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 91.22 | 90.97 | 92.69 | 92.62 | 91.48 | 91.31 | 91.37 | 90.38 | 89.74 | 91.21 | 92.61 | 93.07 | 92.16 | 90.24 | 91.19 | 92.81 | 94.01 | 91.80 | 92.01 | 89.61 | 93.01 | 91.08 | 93.30 | 92.44 | 91.83 | 92.67 |
| 4 | 372 | 32 | 0.01 | 32 | 0.00001 | 48 | 1.000000e-08 | 1.000000e-08 | 91.40 | 90.87 | 92.39 | 92.71 | 93.13 | 90.40 | 90.30 | 92.82 | 92.43 | 92.37 | 92.04 | 90.77 | 92.24 | 93.44 | 92.88 | 93.70 | 92.01 | 91.91 | 92.05 | 93.78 | 90.80 | 92.10 | 90.95 | 92.38 | 92.82 | 90.76 |
| 9 | 372 | 32 | 0.01 | 32 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 90.24 | 90.21 | 91.67 | 90.79 | 90.31 | 90.60 | 90.17 | 90.48 | 90.79 | 92.15 | 89.91 | 89.55 | 90.78 | 92.15 | 91.21 | 88.12 | 92.47 | 91.34 | 91.42 | 91.98 | 90.48 | 90.95 | 91.39 | 92.12 | 90.71 | 90.22 |
| 12 | 372 | 32 | 0.01 | 32 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 91.30 | 90.32 | 90.90 | 88.86 | 89.47 | 93.28 | 92.78 | 91.35 | 90.31 | 92.21 | 91.01 | 90.98 | 90.98 | 91.85 | 87.67 | 89.65 | 90.72 | 90.66 | 90.73 | 92.03 | 94.14 | 91.50 | 93.49 | 91.97 | 91.95 | 91.24 |
| 3 | 372 | 32 | 0.01 | 32 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 92.14 | 90.50 | 93.40 | 90.81 | 91.61 | 90.90 | 90.77 | 90.19 | 90.05 | 91.11 | 93.90 | 91.15 | 88.31 | 93.72 | 89.99 | 91.55 | 90.68 | 92.38 | 91.29 | 90.88 | 92.68 | 91.84 | 93.43 | 91.75 | 90.98 | 90.15 |
| 11 | 372 | 32 | 0.01 | 32 | 0.00100 | 48 | 1.000000e-08 | 0.000000e+00 | 91.33 | 90.47 | 93.10 | 91.05 | 91.67 | 89.93 | 90.04 | 92.00 | 91.12 | 92.13 | 90.13 | 89.87 | 92.83 | 91.88 | 90.76 | 91.62 | 91.46 | 90.23 | 90.75 | 90.13 | 92.14 | 93.56 | 93.49 | 91.44 | 92.72 | 92.60 |
| 19 | 372 | 32 | 0.01 | 48 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 91.66 | 89.69 | 90.85 | 91.81 | 93.74 | 89.59 | 91.70 | 91.00 | 91.59 | 92.31 | 92.92 | 91.21 | 91.34 | 92.91 | 90.89 | 93.35 | 91.98 | 91.38 | 91.03 | 93.50 | 91.41 | 93.41 | 93.16 | 92.14 | 93.61 | 93.09 |
| 21 | 372 | 32 | 0.01 | 48 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 90.06 | 92.24 | 94.39 | 91.47 | 91.33 | 90.51 | 91.42 | 91.48 | 91.01 | 94.07 | 93.15 | 89.31 | 92.30 | 90.41 | 91.40 | 90.85 | 93.07 | 92.71 | 92.95 | 91.91 | 90.82 | 92.53 | 91.65 | 92.04 | 92.74 | 92.85 |
| 6 | 372 | 32 | 0.01 | 48 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 89.42 | 92.43 | 92.28 | 92.55 | 92.90 | 90.10 | 93.09 | 90.29 | 93.35 | 92.80 | 90.76 | 91.39 | 91.53 | 94.81 | 90.79 | 92.65 | 93.65 | 92.26 | 90.71 | 91.53 | 90.74 | 92.82 | 92.75 | 92.32 | 91.27 | 92.22 |
| 0 | 372 | 32 | 0.01 | 48 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 93.05 | 92.00 | 90.32 | 90.68 | 93.15 | 92.38 | 93.68 | 92.49 | 91.42 | 91.31 | 92.37 | 90.92 | 92.87 | 93.29 | 93.49 | 90.46 | 92.67 | 92.40 | 92.12 | 92.58 | 92.53 | 93.37 | 92.87 | 91.21 | 91.83 | 90.34 |
| 23 | 372 | 32 | 0.01 | 48 | 0.00001 | 48 | 0.000000e+00 | 0.000000e+00 | 91.36 | 92.11 | 91.53 | 92.89 | 93.33 | 91.08 | 92.52 | 93.40 | 92.27 | 92.17 | 92.36 | 91.38 | 89.76 | 92.23 | 93.11 | 92.44 | 90.64 | 92.03 | 92.99 | 92.30 | 92.38 | 94.01 | 93.31 | 76.66 | 92.37 | 90.53 |
| 16 | 372 | 32 | 0.01 | 48 | 0.00001 | 48 | 0.000000e+00 | 1.000000e-08 | 91.01 | 92.37 | 92.41 | 92.23 | 91.67 | 91.30 | 93.26 | 92.63 | 90.53 | 94.10 | 89.28 | 91.31 | 91.90 | 93.13 | 93.82 | 91.57 | 92.31 | 92.46 | 90.98 | 91.27 | 93.05 | 92.59 | 91.72 | 93.39 | 90.81 | 91.75 |
| 17 | 372 | 32 | 0.01 | 48 | 0.00001 | 48 | 1.000000e-08 | 1.000000e-08 | 91.34 | 90.69 | 92.90 | 91.54 | 93.00 | 90.33 | 92.54 | 93.35 | 91.07 | 93.49 | 91.57 | 91.33 | 92.78 | 93.44 | 92.24 | 92.18 | 92.58 | 93.03 | 93.04 | 91.83 | 89.79 | 93.14 | 92.54 | 90.71 | 92.78 | 91.72 |
| 20 | 372 | 32 | 0.01 | 48 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 91.01 | 91.86 | 89.86 | 91.86 | 92.25 | 91.21 | 91.45 | 90.30 | 91.35 | 91.33 | 91.13 | 89.87 | 92.17 | 92.67 | 90.33 | 90.97 | 92.32 | 92.66 | 92.46 | 91.66 | 92.11 | 93.68 | 94.34 | 92.76 | 92.85 | 90.46 |
| 8 | 372 | 32 | 0.01 | 48 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 90.26 | 89.59 | 92.79 | 92.57 | 89.33 | 90.80 | 92.25 | 91.07 | 92.05 | 91.04 | 91.30 | 92.35 | 92.92 | 90.96 | 91.09 | 91.73 | 92.31 | 91.86 | 94.40 | 91.88 | 91.21 | 93.07 | 92.46 | 92.00 | 92.54 | 90.67 |
| 13 | 372 | 32 | 0.01 | 48 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 91.32 | 91.97 | 91.77 | 90.56 | 90.65 | 92.47 | 92.09 | 91.02 | 93.08 | 91.03 | 91.14 | 90.21 | 92.46 | 94.61 | 91.78 | 92.12 | 94.55 | 89.78 | 93.04 | 93.08 | 93.79 | 92.62 | 92.93 | 91.45 | 92.30 | 91.13 |
| 22 | 372 | 32 | 0.01 | 48 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 91.75 | 92.40 | 91.99 | 90.72 | 93.56 | 91.15 | 92.52 | 92.96 | 92.99 | 92.72 | 93.92 | 91.15 | 91.76 | 91.86 | 90.89 | 92.95 | 91.86 | 92.53 | 90.76 | 93.48 | 94.10 | 90.39 | 91.83 | 92.65 | 92.46 | 93.45 |
| 15 | 372 | 32 | 0.01 | 48 | 0.00100 | 36 | 1.000000e-08 | 0.000000e+00 | 90.52 | 91.67 | 90.17 | 91.50 | 94.28 | 91.43 | 91.97 | 92.85 | 91.36 | 91.15 | 93.75 | 91.81 | 90.65 | 91.52 | 92.36 | 92.55 | 92.97 | 92.64 | 91.34 | 90.91 | 91.81 | 91.13 | 92.15 | 92.36 | 91.27 | 92.06 |
| 24 | 372 | 32 | 0.01 | 48 | 0.00100 | 48 | 1.000000e-08 | 0.000000e+00 | 93.25 | 92.65 | 90.92 | 90.21 | 91.52 | 92.89 | 91.36 | 93.31 | 92.77 | 91.70 | 92.53 | 91.83 | 93.22 | 91.77 | 93.50 | 92.37 | 92.51 | 93.18 | 91.71 | 92.53 | 91.63 | 76.36 | 93.17 | 92.70 | 95.06 | 93.28 |
| 5 | 372 | 32 | 0.01 | 64 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 90.74 | 91.55 | 92.21 | 92.04 | 92.12 | 91.34 | 90.91 | 93.62 | 91.92 | 93.44 | 92.69 | 91.68 | 92.79 | 92.96 | 91.96 | 91.22 | 89.73 | 91.26 | 93.43 | 93.54 | 93.25 | 91.44 | 93.65 | 94.17 | 92.23 | 91.93 |
| 14 | 372 | 32 | 0.01 | 64 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 89.91 | 92.55 | 93.31 | 90.89 | 92.72 | 92.15 | 90.60 | 89.27 | 92.14 | 93.29 | 93.90 | 91.05 | 91.67 | 90.92 | 90.10 | 91.42 | 93.44 | 91.86 | 91.85 | 90.66 | 94.03 | 91.77 | 94.69 | 92.61 | 93.31 | 93.31 |
| 2 | 372 | 32 | 0.01 | 64 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 92.28 | 91.87 | 93.31 | 91.46 | 92.57 | 90.24 | 92.37 | 91.85 | 92.84 | 91.31 | 93.64 | 90.92 | 93.88 | 90.34 | 92.29 | 92.18 | 91.34 | 92.78 | 92.18 | 89.82 | 93.81 | 91.71 | 94.10 | 93.18 | 93.25 | 92.62 |
| 18 | 372 | 32 | 0.01 | 64 | 0.00001 | 48 | 1.000000e-08 | 1.000000e-08 | 92.07 | 91.95 | 92.61 | 89.74 | 92.22 | 92.27 | 92.78 | 93.39 | 91.86 | 92.32 | 92.99 | 91.61 | 92.25 | 93.63 | 90.06 | 89.85 | 92.65 | 92.72 | 94.25 | 88.83 | 92.69 | 93.09 | 93.04 | 92.47 | 91.78 | 92.50 |
| 10 | 372 | 32 | 0.01 | 64 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 91.84 | 93.27 | 91.31 | 92.18 | 91.09 | 91.23 | 91.54 | 93.13 | 92.43 | 89.34 | 92.73 | 92.20 | 92.61 | 92.40 | 91.07 | 92.42 | 93.51 | 92.34 | 93.39 | 92.17 | 93.96 | 93.28 | 93.45 | 93.81 | 93.57 | 93.46 |
| 7 | 372 | 32 | 0.01 | 64 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 90.68 | 92.84 | 92.00 | 90.43 | 93.62 | 91.29 | 92.32 | 90.19 | 92.15 | 91.44 | 93.51 | 91.64 | 90.88 | 91.77 | 90.99 | 92.38 | 92.08 | 92.70 | 91.83 | 94.31 | 94.03 | 92.50 | 94.17 | 92.96 | 93.48 | 91.64 |
Size of the test data: (25, 34)
Average & Std Deviation of the Significant rows:
| mean | std | |
|---|---|---|
| mAP_valid_abs_values_20 | 90.5748 | 0.835634 |
| mAP_valid_abs_values_12 | 90.3576 | 0.758745 |
| mAP_valid_abs_values_19 | 90.2340 | 0.713372 |
| mAP_valid_abs_values_11 | 90.1164 | 0.892295 |
| mAP_valid_abs_values_8 | 90.1056 | 0.829920 |
| mAP_valid_abs_values_6 | 90.0916 | 0.751585 |
| mAP_valid_abs_values_15 | 89.8972 | 0.746718 |
| mAP_valid_abs_values_17 | 89.8676 | 0.713765 |
| mAP_valid_abs_values_13 | 89.8556 | 0.994280 |
| mAP_valid_abs_values_18 | 89.8148 | 0.759968 |
| mAP_valid_abs_values_2 | 89.7840 | 0.718256 |
| mAP_valid_abs_values_25 | 89.7644 | 0.964776 |
| mAP_valid_abs_values_16 | 89.6956 | 0.880545 |
| mAP_valid_abs_values_14 | 89.6796 | 0.844854 |
| mAP_valid_abs_values_10 | 89.6440 | 0.792964 |
| mAP_valid_abs_values_22 | 89.5932 | 2.497460 |
| mAP_valid_abs_values_5 | 89.5620 | 1.021045 |
| mAP_valid_abs_values_3 | 89.5564 | 0.746938 |
| mAP_valid_abs_values_4 | 89.5160 | 0.689589 |
| mAP_valid_abs_values_23 | 89.4356 | 0.871871 |
| mAP_valid_abs_values_7 | 89.4060 | 1.098017 |
| mAP_valid_abs_values_9 | 89.3520 | 0.736523 |
| mAP_valid_abs_values_21 | 89.2572 | 1.150839 |
| mAP_valid_abs_values_26 | 89.2524 | 0.978329 |
| mAP_valid_abs_values | 89.1136 | 0.928793 |
| mAP_valid_abs_values_24 | 89.0180 | 2.821059 |
We then apply the hyperparameters to the test set and average the results.
Code
####################################################
# Use the hyperparameters to the test data.
####################################################
optimal_params = dt_valid.loc[dt_valid_sub_mw1.index][['input_size', 'output_size', 'learning_rate', 'batch_size', 'alpha', 'margin', 'l1_reg', 'l2_reg']].reset_index()
optimal_params.drop(['index'], axis=1, inplace = True)
optimal_params.to_csv('optimal_params_32bit.csv',index=False)
#rotation invariance test data with optimal parameters
test_data_1 = pd.merge(optimal_params, dt_test, how='left')
test_data_1_sub = test_data_1[list(test_data_1.columns[test_data_1.columns.str.startswith('mAP_test')])]
test_data_1['average_map'] = test_data_1_sub.apply(np.mean, axis=1)
test_data_1.sort_values(by=['average_map'], ascending= False,inplace=True)| mean | std | |
|---|---|---|
| mAP_test_abs_values_23 | 92.961200 | 0.949993 |
| mAP_test_abs_values_25 | 92.420800 | 1.012632 |
| mAP_test_abs_values_21 | 92.415600 | 1.308234 |
| mAP_test_abs_values_14 | 92.356400 | 1.253199 |
| mAP_test_abs_values_17 | 92.300800 | 1.128476 |
| mAP_test_abs_values_11 | 92.209600 | 1.336536 |
| mAP_test_abs_values_5 | 92.108800 | 1.298895 |
| mAP_test_abs_values_19 | 92.108400 | 1.091302 |
| mAP_test_abs_values_10 | 92.061600 | 1.100105 |
| mAP_test_abs_values_3 | 92.043200 | 1.123635 |
| mAP_test_abs_values_18 | 92.036000 | 0.858288 |
| average_map | 91.889846 | 0.365590 |
| mAP_test_abs_values_13 | 91.881600 | 1.192297 |
| mAP_test_abs_values_26 | 91.866000 | 1.105686 |
| mAP_test_abs_values_20 | 91.848000 | 1.381605 |
| mAP_test_abs_values_7 | 91.832000 | 0.994590 |
| mAP_test_abs_values_8 | 91.792800 | 1.315087 |
| mAP_test_abs_values_22 | 91.757600 | 3.351260 |
| mAP_test_abs_values_24 | 91.747600 | 3.237865 |
| mAP_test_abs_values_16 | 91.724400 | 1.247190 |
| mAP_test_abs_values_9 | 91.704800 | 0.977868 |
| mAP_test_abs_values_2 | 91.561600 | 1.019741 |
| mAP_test_abs_values_15 | 91.434400 | 1.367531 |
| mAP_test_abs_values_4 | 91.366800 | 1.011734 |
| mAP_test_abs_values | 91.246400 | 0.921561 |
| mAP_test_abs_values_6 | 91.207200 | 0.939284 |
| mAP_test_abs_values_12 | 91.142400 | 0.876196 |
Code
res_valid_mwu_32['id'] = res_valid_mwu_32.index.to_series().apply(extract_number)
res_test_mwu_32['id'] = res_test_mwu_32.index.to_series().apply(extract_number)
res_comb = pd.concat([res_valid_mwu_32,res_test_mwu_32])
index_series = res_comb.index.to_series()
res_comb['type'] = np.where(
index_series.str.contains('valid', case=False), 'valid',
np.where(index_series.str.contains('test', case=False), 'test', 'unknown')
)
res_comb = res_comb.query("type !='unknown'")
res_comb = res_comb.reset_index(drop=True)
res_test_mwu_32 = res_test_mwu_32.sort_values(by=['id']).reset_index().query("index !='average_map'")
res_valid_mwu_32 = res_valid_mwu_32.reset_index(drop=True)
res_valid_mwu_32.columns = ['valid_score', 'std', 'id']
res_valid_mwu_32 = res_valid_mwu_32[['valid_score', 'id']]
res_test_mwu_32.columns = ['label2', 'test_score', 'std', 'id']
res_test_mwu_32 = res_test_mwu_32[['test_score', 'id']]
result_merged_mwu_32 = pd.merge(res_valid_mwu_32,res_test_mwu_32,on='id')
result_merged_mwu_32.sort_values(by=['valid_score'], ascending=False,inplace=True)
result_merged_mwu_32 = result_merged_mwu_32[['id','valid_score','test_score']]
html_table = result_merged_mwu_32.to_html(index=True)
# Wrap in a scrollable div
scrollable_table = f"""
<div style="height: 500px; width: 100%; overflow-x: auto; overflow-y: auto;">
{html_table}
</div>
"""
# Display the scrollable table
display(HTML(scrollable_table))| id | valid_score | test_score | |
|---|---|---|---|
| 0 | 20 | 90.5748 | 91.8480 |
| 1 | 12 | 90.3576 | 91.1424 |
| 2 | 19 | 90.2340 | 92.1084 |
| 3 | 11 | 90.1164 | 92.2096 |
| 4 | 8 | 90.1056 | 91.7928 |
| 5 | 6 | 90.0916 | 91.2072 |
| 6 | 15 | 89.8972 | 91.4344 |
| 7 | 17 | 89.8676 | 92.3008 |
| 8 | 13 | 89.8556 | 91.8816 |
| 9 | 18 | 89.8148 | 92.0360 |
| 10 | 2 | 89.7840 | 91.5616 |
| 11 | 25 | 89.7644 | 92.4208 |
| 12 | 16 | 89.6956 | 91.7244 |
| 13 | 14 | 89.6796 | 92.3564 |
| 14 | 10 | 89.6440 | 92.0616 |
| 15 | 22 | 89.5932 | 91.7576 |
| 16 | 5 | 89.5620 | 92.1088 |
| 17 | 3 | 89.5564 | 92.0432 |
| 18 | 4 | 89.5160 | 91.3668 |
| 19 | 23 | 89.4356 | 92.9612 |
| 20 | 7 | 89.4060 | 91.8320 |
| 21 | 9 | 89.3520 | 91.7048 |
| 22 | 21 | 89.2572 | 92.4156 |
| 23 | 26 | 89.2524 | 91.8660 |
| 24 | 1 | 89.1136 | 91.2464 |
| 25 | 24 | 89.0180 | 91.7476 |
Code
#%%
dt_valid = pd.read_csv(f"descriptors_tain_valid_test/v3_layers/merged_validation_runs_wide_format_abs_13062024_{layer_vsn}.csv")
dt_test = pd.read_csv(f"descriptors_tain_valid_test/v3_layers/merged_test_runs_wide_format_abs_13062024_{layer_vsn}.csv")
output_size = 24
query = (
"output_size == @output_size "
)
dt_valid = dt_valid.query(query)
dt_test = dt_test.query(query)| input_size | output_size | learning_rate | batch_size | alpha | margin | l1_reg | l2_reg | mAP_valid_abs_values | mAP_valid_abs_values_2 | mAP_valid_abs_values_3 | mAP_valid_abs_values_4 | mAP_valid_abs_values_5 | mAP_valid_abs_values_6 | mAP_valid_abs_values_7 | mAP_valid_abs_values_8 | mAP_valid_abs_values_9 | mAP_valid_abs_values_10 | mAP_valid_abs_values_11 | mAP_valid_abs_values_12 | mAP_valid_abs_values_13 | mAP_valid_abs_values_14 | mAP_valid_abs_values_15 | mAP_valid_abs_values_16 | mAP_valid_abs_values_17 | mAP_valid_abs_values_18 | mAP_valid_abs_values_19 | mAP_valid_abs_values_20 | mAP_valid_abs_values_21 | mAP_valid_abs_values_22 | mAP_valid_abs_values_23 | mAP_valid_abs_values_24 | mAP_valid_abs_values_25 | mAP_valid_abs_values_26 | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 8 | 372 | 24 | 0.10 | 32 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 83.13 | 87.61 | 86.94 | 85.80 | 86.70 | 86.53 | 87.81 | 83.50 | 84.66 | 87.02 | 87.95 | 88.35 | 87.35 | 87.92 | 88.26 | 83.30 | 87.11 | 87.04 | 86.91 | 88.48 | 88.52 | 87.46 | 87.37 | 78.75 | 81.53 | 88.39 |
| 9 | 372 | 24 | 0.10 | 32 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 87.34 | 88.82 | 87.73 | 86.65 | 88.96 | 88.62 | 87.85 | 87.67 | 88.21 | 86.86 | 89.25 | 87.95 | 88.94 | 87.86 | 87.45 | 88.98 | 90.14 | 88.23 | 88.51 | 89.20 | 86.86 | 88.64 | 87.93 | 87.74 | 88.50 | 89.45 |
| 10 | 372 | 24 | 0.10 | 32 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 86.62 | 88.74 | 87.53 | 88.62 | 87.05 | 88.85 | 85.61 | 89.14 | 87.25 | 86.68 | 88.03 | 88.16 | 89.19 | 87.46 | 89.44 | 87.05 | 89.71 | 88.55 | 87.46 | 87.85 | 88.16 | 88.44 | 88.45 | 87.45 | 88.34 | 88.24 |
| 11 | 372 | 24 | 0.10 | 32 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 86.66 | 89.31 | 88.19 | 87.59 | 87.24 | 88.12 | 86.79 | 89.09 | 87.68 | 89.30 | 86.69 | 88.67 | 84.75 | 88.56 | 88.54 | 89.54 | 89.43 | 87.87 | 88.12 | 88.45 | 89.34 | 89.76 | 88.90 | 88.17 | 88.21 | 87.08 |
| 28 | 372 | 24 | 0.10 | 48 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 83.29 | 86.79 | 84.88 | 42.66 | 86.61 | 86.76 | 85.93 | 86.96 | 87.93 | 87.98 | 88.29 | 89.30 | 86.85 | 88.11 | 87.26 | 77.60 | 87.29 | 87.31 | 87.34 | 88.26 | 86.69 | 82.96 | 87.52 | 88.92 | 81.81 | 87.02 |
| 29 | 372 | 24 | 0.10 | 48 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 87.96 | 86.66 | 87.78 | 87.56 | 84.85 | 42.66 | 87.69 | 87.87 | 89.26 | 87.35 | 87.62 | 89.68 | 88.38 | 42.66 | 88.63 | 88.84 | 86.97 | 87.53 | 88.45 | 87.83 | 89.10 | 88.16 | 87.89 | 86.76 | 88.80 | 88.33 |
| 30 | 372 | 24 | 0.10 | 48 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 84.79 | 84.44 | 87.07 | 85.68 | 86.57 | 89.29 | 85.93 | 88.21 | 87.02 | 87.96 | 88.97 | 88.45 | 86.67 | 88.20 | 87.82 | 87.59 | 87.85 | 78.67 | 87.44 | 88.70 | 88.93 | 87.61 | 88.29 | 82.70 | 88.00 | 88.34 |
| 31 | 372 | 24 | 0.10 | 48 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 85.04 | 89.14 | 85.86 | 88.91 | 86.41 | 87.65 | 88.03 | 88.35 | 89.42 | 86.92 | 88.92 | 88.73 | 88.06 | 88.01 | 86.15 | 88.82 | 86.88 | 86.87 | 87.33 | 88.07 | 86.79 | 88.64 | 88.02 | 88.52 | 87.22 | 88.56 |
| 48 | 372 | 24 | 0.10 | 64 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 85.87 | 84.25 | 89.70 | 87.16 | 82.47 | 87.39 | 82.69 | 87.39 | 87.82 | 88.53 | 89.15 | 89.89 | 87.70 | 86.86 | 85.58 | 88.05 | 88.27 | 86.93 | 86.81 | 89.40 | 88.26 | 81.04 | 87.02 | 88.10 | 89.49 | 85.87 |
| 49 | 372 | 24 | 0.10 | 64 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 85.63 | 84.72 | 89.08 | 85.79 | 87.38 | 87.24 | 87.35 | 86.77 | 89.60 | 87.22 | 89.43 | 88.89 | 88.87 | 89.73 | 88.22 | 87.78 | 89.51 | 85.70 | 87.97 | 89.06 | 87.91 | 88.20 | 87.86 | 88.74 | 87.34 | 87.90 |
| 50 | 372 | 24 | 0.10 | 64 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 84.68 | 87.48 | 73.72 | 88.38 | 87.20 | 88.97 | 86.73 | 88.04 | 89.90 | 89.24 | 87.82 | 85.62 | 87.12 | 88.44 | 87.38 | 87.52 | 87.39 | 86.11 | 86.94 | 87.62 | 88.47 | 88.59 | 88.46 | 88.84 | 88.42 | 88.34 |
| 51 | 372 | 24 | 0.10 | 64 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 86.47 | 84.77 | 88.38 | 87.63 | 86.60 | 87.48 | 85.96 | 87.43 | 87.62 | 88.30 | 88.90 | 89.03 | 87.05 | 87.14 | 87.56 | 88.56 | 88.59 | 86.01 | 88.14 | 87.65 | 87.94 | 88.17 | 88.72 | 87.10 | 87.34 | 88.17 |
| 68 | 372 | 24 | 0.10 | 32 | 0.00100 | 36 | 0.000000e+00 | 0.000000e+00 | 87.56 | 87.42 | 85.44 | 84.99 | 87.55 | 87.77 | 88.64 | 87.80 | 87.38 | 87.16 | 88.49 | 88.40 | 87.35 | 87.36 | 87.74 | 84.47 | 85.87 | 87.31 | 88.71 | 91.73 | 87.57 | 83.61 | 81.63 | 88.18 | 88.41 | 88.89 |
| 69 | 372 | 24 | 0.10 | 32 | 0.00100 | 36 | 0.000000e+00 | 1.000000e-08 | 84.73 | 86.68 | 86.67 | 88.26 | 87.18 | 87.02 | 86.34 | 90.02 | 88.09 | 87.86 | 89.09 | 90.38 | 87.04 | 87.39 | 88.54 | 89.16 | 88.00 | 88.64 | 89.35 | 88.66 | 89.11 | 87.82 | 86.34 | 86.42 | 72.34 | 87.36 |
| 70 | 372 | 24 | 0.10 | 32 | 0.00100 | 36 | 1.000000e-08 | 0.000000e+00 | 87.10 | 86.62 | 88.16 | 87.58 | 87.78 | 88.58 | 88.26 | 89.39 | 87.96 | 85.53 | 89.93 | 89.87 | 87.42 | 87.21 | 87.23 | 90.19 | 88.03 | 87.91 | 89.96 | 89.86 | 89.33 | 89.04 | 87.82 | 87.58 | 89.59 | 88.50 |
| 71 | 372 | 24 | 0.10 | 32 | 0.00100 | 36 | 1.000000e-08 | 1.000000e-08 | 86.42 | 88.25 | 89.35 | 86.44 | 87.36 | 86.87 | 87.19 | 87.79 | 83.67 | 88.57 | 88.47 | 90.09 | 87.83 | 88.41 | 86.85 | 89.93 | 88.23 | 89.90 | 88.68 | 91.15 | 88.54 | 89.02 | 88.72 | 87.84 | 85.39 | 88.36 |
| 88 | 372 | 24 | 0.10 | 48 | 0.00100 | 36 | 0.000000e+00 | 0.000000e+00 | 87.03 | 82.21 | 87.39 | 74.08 | 86.90 | 88.52 | 87.98 | 89.46 | 88.28 | 86.96 | 87.25 | 89.79 | 88.48 | 88.35 | 88.51 | 88.77 | 88.49 | 87.74 | 89.06 | 88.61 | 87.93 | 88.45 | 81.94 | 87.85 | 88.50 | 70.43 |
| 89 | 372 | 24 | 0.10 | 48 | 0.00100 | 36 | 0.000000e+00 | 1.000000e-08 | 87.65 | 86.30 | 87.05 | 88.03 | 85.82 | 89.26 | 86.89 | 87.82 | 88.55 | 74.89 | 89.41 | 90.30 | 88.88 | 88.62 | 88.37 | 88.09 | 88.29 | 90.30 | 87.82 | 91.12 | 87.26 | 87.86 | 88.51 | 89.45 | 76.77 | 88.16 |
| 90 | 372 | 24 | 0.10 | 48 | 0.00100 | 36 | 1.000000e-08 | 0.000000e+00 | 88.00 | 87.85 | 88.02 | 88.36 | 86.22 | 88.00 | 87.78 | 77.60 | 87.94 | 88.31 | 89.00 | 89.83 | 88.72 | 87.08 | 88.26 | 87.45 | 87.77 | 87.94 | 89.90 | 89.26 | 89.41 | 87.70 | 89.55 | 73.52 | 88.58 | 87.75 |
| 91 | 372 | 24 | 0.10 | 48 | 0.00100 | 36 | 1.000000e-08 | 1.000000e-08 | 86.61 | 89.51 | 86.39 | 88.21 | 86.95 | 87.74 | 87.41 | 89.28 | 88.55 | 87.27 | 90.84 | 89.78 | 88.88 | 87.90 | 88.01 | 88.45 | 89.06 | 88.06 | 92.02 | 89.19 | 88.63 | 89.54 | 89.77 | 89.64 | 75.28 | 88.34 |
| 108 | 372 | 24 | 0.10 | 64 | 0.00100 | 36 | 0.000000e+00 | 0.000000e+00 | 86.19 | 89.48 | 87.47 | 88.42 | 87.80 | 90.16 | 86.98 | 88.64 | 87.99 | 85.45 | 88.98 | 92.45 | 88.81 | 89.35 | 88.58 | 88.78 | 86.86 | 87.14 | 88.49 | 88.80 | 90.44 | 88.65 | 85.64 | 76.10 | 87.70 | 88.42 |
| 109 | 372 | 24 | 0.10 | 64 | 0.00100 | 36 | 0.000000e+00 | 1.000000e-08 | 88.10 | 86.99 | 88.22 | 89.63 | 87.33 | 89.23 | 88.66 | 87.96 | 87.54 | 90.02 | 89.99 | 90.32 | 87.49 | 87.37 | 89.13 | 89.58 | 88.87 | 88.66 | 90.48 | 88.71 | 88.48 | 89.19 | 88.04 | 88.67 | 74.73 | 89.01 |
| 110 | 372 | 24 | 0.10 | 64 | 0.00100 | 36 | 1.000000e-08 | 0.000000e+00 | 87.90 | 87.51 | 87.15 | 87.27 | 86.06 | 89.21 | 88.14 | 89.49 | 89.37 | 87.45 | 86.90 | 88.25 | 87.26 | 87.83 | 88.63 | 87.71 | 86.47 | 91.03 | 89.63 | 89.44 | 88.30 | 88.29 | 88.27 | 87.34 | 89.51 | 87.53 |
| 111 | 372 | 24 | 0.10 | 64 | 0.00100 | 36 | 1.000000e-08 | 1.000000e-08 | 87.93 | 86.73 | 88.61 | 88.67 | 88.27 | 86.44 | 88.55 | 86.45 | 89.45 | 87.99 | 88.42 | 87.31 | 88.55 | 88.18 | 87.02 | 88.02 | 88.75 | 86.28 | 90.02 | 89.64 | 89.05 | 87.34 | 87.60 | 89.23 | 90.16 | 87.40 |
| 128 | 372 | 24 | 0.10 | 32 | 0.00100 | 48 | 0.000000e+00 | 0.000000e+00 | 73.36 | 66.00 | 73.73 | 74.17 | 64.34 | 74.34 | 73.65 | 65.28 | 86.04 | 65.16 | 73.91 | 75.69 | 74.69 | 63.35 | 74.07 | 74.71 | 74.85 | 75.12 | 73.92 | 73.90 | 62.99 | 63.56 | 64.73 | 64.05 | 63.47 | 64.42 |
| 129 | 372 | 24 | 0.10 | 32 | 0.00100 | 48 | 0.000000e+00 | 1.000000e-08 | 74.19 | 74.72 | 73.16 | 74.11 | 74.40 | 75.42 | 73.87 | 63.79 | 74.87 | 74.13 | 74.93 | 63.39 | 73.39 | 74.37 | 63.66 | 74.87 | 63.39 | 75.17 | 75.13 | 74.41 | 64.14 | 63.64 | 74.44 | 64.90 | 64.41 | 64.65 |
| 130 | 372 | 24 | 0.10 | 32 | 0.00100 | 48 | 1.000000e-08 | 0.000000e+00 | 72.95 | 64.70 | 64.06 | 63.97 | 64.09 | 74.93 | 73.04 | 63.99 | 64.51 | 74.88 | 75.33 | 73.65 | 86.11 | 70.26 | 64.03 | 74.77 | 74.39 | 74.68 | 74.65 | 74.94 | 63.87 | 64.40 | 72.63 | 63.62 | 63.39 | 64.42 |
| 131 | 372 | 24 | 0.10 | 32 | 0.00100 | 48 | 1.000000e-08 | 1.000000e-08 | 67.31 | 74.12 | 73.63 | 73.38 | 74.95 | 74.69 | 74.61 | 74.09 | 69.93 | 74.61 | 74.84 | 63.60 | 74.20 | 74.37 | 63.52 | 84.60 | 75.46 | 74.63 | 75.74 | 75.34 | 74.23 | 63.83 | 74.03 | 63.03 | 73.13 | 86.03 |
| 148 | 372 | 24 | 0.10 | 48 | 0.00100 | 48 | 0.000000e+00 | 0.000000e+00 | 73.62 | 74.16 | 73.76 | 73.86 | 74.39 | 73.92 | 74.68 | 75.16 | 74.42 | 63.49 | 75.83 | 74.60 | 74.68 | 73.87 | 63.71 | 74.89 | 74.64 | 74.61 | 75.92 | 87.05 | 73.14 | 64.26 | 74.19 | 63.17 | 63.05 | 63.94 |
| 149 | 372 | 24 | 0.10 | 48 | 0.00100 | 48 | 0.000000e+00 | 1.000000e-08 | 73.57 | 64.99 | 68.16 | 64.88 | 72.86 | 75.34 | 73.91 | 63.95 | 74.19 | 74.09 | 74.41 | 69.99 | 73.60 | 74.57 | 74.06 | 85.22 | 74.83 | 74.40 | 70.32 | 75.12 | 62.56 | 63.77 | 72.95 | 64.16 | 63.46 | 64.42 |
| 150 | 372 | 24 | 0.10 | 48 | 0.00100 | 48 | 1.000000e-08 | 0.000000e+00 | 74.08 | 74.72 | 69.46 | 74.13 | 74.75 | 75.12 | 74.18 | 63.92 | 73.76 | 74.68 | 75.08 | 63.01 | 75.49 | 62.66 | 74.89 | 74.69 | 74.65 | 75.18 | 74.13 | 74.38 | 63.68 | 63.23 | 73.42 | 62.49 | 73.38 | 63.69 |
| 151 | 372 | 24 | 0.10 | 48 | 0.00100 | 48 | 1.000000e-08 | 1.000000e-08 | 73.95 | 74.57 | 73.30 | 73.93 | 75.31 | 75.15 | 73.16 | 63.62 | 73.39 | 74.13 | 74.63 | 63.23 | 74.85 | 74.30 | 75.41 | 74.59 | 75.14 | 73.35 | 74.40 | 74.41 | 63.21 | 63.03 | 73.19 | 63.65 | 63.27 | 63.24 |
| 168 | 372 | 24 | 0.10 | 64 | 0.00100 | 48 | 0.000000e+00 | 0.000000e+00 | 73.55 | 73.66 | 74.32 | 64.32 | 73.85 | 74.17 | 74.19 | 75.71 | 74.86 | 63.72 | 75.11 | 62.77 | 74.44 | 63.80 | 62.71 | 74.89 | 63.18 | 68.68 | 74.61 | 74.89 | 63.03 | 63.28 | 73.94 | 63.49 | 64.00 | 64.34 |
| 169 | 372 | 24 | 0.10 | 64 | 0.00100 | 48 | 0.000000e+00 | 1.000000e-08 | 74.17 | 73.61 | 86.99 | 74.35 | 74.85 | 74.40 | 74.58 | 63.67 | 73.88 | 62.58 | 62.28 | 62.04 | 75.17 | 75.87 | 75.14 | 74.84 | 63.26 | 75.12 | 74.36 | 74.93 | 62.39 | 63.44 | 72.89 | 63.94 | 63.84 | 63.69 |
| 170 | 372 | 24 | 0.10 | 64 | 0.00100 | 48 | 1.000000e-08 | 0.000000e+00 | 74.93 | 63.37 | 73.56 | 74.48 | 64.29 | 75.01 | 74.15 | 64.22 | 63.95 | 75.16 | 74.89 | 62.28 | 73.41 | 75.40 | 63.77 | 74.89 | 74.13 | 74.88 | 70.41 | 74.89 | 63.37 | 63.64 | 72.63 | 64.18 | 63.64 | 63.84 |
| 171 | 372 | 24 | 0.10 | 64 | 0.00100 | 48 | 1.000000e-08 | 1.000000e-08 | 73.86 | 74.67 | 75.37 | 63.85 | 73.88 | 74.46 | 42.66 | 64.68 | 74.20 | 64.02 | 74.64 | 63.37 | 70.22 | 74.40 | 63.77 | 73.92 | 74.31 | 75.06 | 74.83 | 75.34 | 62.73 | 64.17 | 72.63 | 63.16 | 63.92 | 64.19 |
| 188 | 372 | 24 | 0.10 | 32 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 85.25 | 87.19 | 88.86 | 86.73 | 87.10 | 88.22 | 87.71 | 87.75 | 87.10 | 86.54 | 87.01 | 88.76 | 87.98 | 87.81 | 86.60 | 88.08 | 88.54 | 86.68 | 87.15 | 88.57 | 86.19 | 87.86 | 88.70 | 86.94 | 89.61 | 87.95 |
| 189 | 372 | 24 | 0.10 | 32 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 85.90 | 89.14 | 86.13 | 87.21 | 87.10 | 87.06 | 87.23 | 89.30 | 88.54 | 87.38 | 87.83 | 89.28 | 90.00 | 89.05 | 88.41 | 89.37 | 88.55 | 87.85 | 89.21 | 87.75 | 89.79 | 89.21 | 87.95 | 87.58 | 88.66 | 88.35 |
| 190 | 372 | 24 | 0.10 | 32 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 89.34 | 87.95 | 86.02 | 88.32 | 86.20 | 87.11 | 87.37 | 87.64 | 87.53 | 86.78 | 87.96 | 88.21 | 88.50 | 88.93 | 88.75 | 87.60 | 89.86 | 88.02 | 87.23 | 87.93 | 89.23 | 87.11 | 87.56 | 85.65 | 86.57 | 83.84 |
| 191 | 372 | 24 | 0.10 | 32 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 86.51 | 86.29 | 86.99 | 88.73 | 87.06 | 88.36 | 88.38 | 85.96 | 87.62 | 89.32 | 89.70 | 87.98 | 89.30 | 88.37 | 89.82 | 88.34 | 87.10 | 88.06 | 87.63 | 88.77 | 89.80 | 85.27 | 87.66 | 88.23 | 87.13 | 88.16 |
| 208 | 372 | 24 | 0.10 | 48 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 83.19 | 86.46 | 88.80 | 86.23 | 86.19 | 85.58 | 86.87 | 85.46 | 88.12 | 87.90 | 89.66 | 87.23 | 87.85 | 86.44 | 89.36 | 85.67 | 89.24 | 90.87 | 87.82 | 86.68 | 85.00 | 88.59 | 88.36 | 86.62 | 88.21 | 86.70 |
| 209 | 372 | 24 | 0.10 | 48 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 87.86 | 86.68 | 85.33 | 83.82 | 86.25 | 88.74 | 86.66 | 86.27 | 89.25 | 86.34 | 88.69 | 87.38 | 89.95 | 89.14 | 86.82 | 85.97 | 88.09 | 87.39 | 87.67 | 88.35 | 88.71 | 79.06 | 86.38 | 88.38 | 87.06 | 87.45 |
| 210 | 372 | 24 | 0.10 | 48 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 87.12 | 85.57 | 86.36 | 87.27 | 85.64 | 88.15 | 88.55 | 86.82 | 87.35 | 87.16 | 88.64 | 87.81 | 87.59 | 88.22 | 87.46 | 90.19 | 85.99 | 87.01 | 88.22 | 88.76 | 88.34 | 87.82 | 86.10 | 88.74 | 86.71 | 88.39 |
| 211 | 372 | 24 | 0.10 | 48 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 88.54 | 88.46 | 86.82 | 85.38 | 86.06 | 87.34 | 87.59 | 89.94 | 85.25 | 85.32 | 87.69 | 89.65 | 84.74 | 86.13 | 87.67 | 89.39 | 86.91 | 88.98 | 87.94 | 87.62 | 85.18 | 88.55 | 87.79 | 88.09 | 85.69 | 87.60 |
| 228 | 372 | 24 | 0.10 | 64 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 84.74 | 86.61 | 84.26 | 85.73 | 86.25 | 87.04 | 86.76 | 85.43 | 87.91 | 87.02 | 88.50 | 87.79 | 87.71 | 86.44 | 88.42 | 86.30 | 87.12 | 87.25 | 86.63 | 88.61 | 87.98 | 87.39 | 87.29 | 86.78 | 88.33 | 89.29 |
| 229 | 372 | 24 | 0.10 | 64 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 85.93 | 87.59 | 83.57 | 85.25 | 86.87 | 88.92 | 86.59 | 86.44 | 88.46 | 87.04 | 87.52 | 90.80 | 86.72 | 88.84 | 87.42 | 87.10 | 88.01 | 86.22 | 85.96 | 88.65 | 87.36 | 87.28 | 87.19 | 83.63 | 89.26 | 82.43 |
| 230 | 372 | 24 | 0.10 | 64 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 85.83 | 87.87 | 86.14 | 86.12 | 85.40 | 86.60 | 86.19 | 86.80 | 89.60 | 86.51 | 89.04 | 89.25 | 86.85 | 89.06 | 89.01 | 86.95 | 88.43 | 85.43 | 88.74 | 87.50 | 88.38 | 87.74 | 88.37 | 88.81 | 85.87 | 87.13 |
| 231 | 372 | 24 | 0.10 | 64 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 86.99 | 87.88 | 87.49 | 89.00 | 86.33 | 86.89 | 89.44 | 88.45 | 88.34 | 86.88 | 88.33 | 89.54 | 86.89 | 86.56 | 88.36 | 88.01 | 88.26 | 88.21 | 87.52 | 88.67 | 88.95 | 88.18 | 84.25 | 87.97 | 86.81 | 88.07 |
| 248 | 372 | 24 | 0.10 | 32 | 0.00001 | 36 | 0.000000e+00 | 0.000000e+00 | 85.31 | 86.25 | 87.68 | 87.43 | 88.68 | 87.17 | 87.51 | 88.85 | 88.18 | 89.10 | 87.59 | 87.90 | 86.92 | 85.42 | 88.19 | 88.96 | 89.07 | 86.55 | 87.86 | 89.27 | 87.80 | 87.34 | 89.07 | 88.56 | 88.15 | 88.70 |
| 249 | 372 | 24 | 0.10 | 32 | 0.00001 | 36 | 0.000000e+00 | 1.000000e-08 | 86.87 | 87.51 | 87.52 | 88.27 | 86.77 | 87.79 | 87.62 | 90.26 | 86.36 | 88.78 | 89.26 | 89.59 | 89.80 | 88.91 | 88.40 | 87.51 | 88.27 | 87.55 | 88.27 | 92.24 | 86.83 | 77.91 | 87.04 | 89.30 | 88.41 | 87.28 |
| 250 | 372 | 24 | 0.10 | 32 | 0.00001 | 36 | 1.000000e-08 | 0.000000e+00 | 87.39 | 88.29 | 87.12 | 87.70 | 87.26 | 88.80 | 89.71 | 88.35 | 88.65 | 87.78 | 89.56 | 89.04 | 88.40 | 89.18 | 85.98 | 89.13 | 88.47 | 88.44 | 88.50 | 90.35 | 88.14 | 87.92 | 89.81 | 84.77 | 86.90 | 88.48 |
| 251 | 372 | 24 | 0.10 | 32 | 0.00001 | 36 | 1.000000e-08 | 1.000000e-08 | 87.76 | 88.04 | 87.15 | 89.19 | 87.59 | 87.89 | 88.70 | 88.61 | 88.00 | 88.33 | 89.03 | 87.79 | 89.22 | 89.48 | 89.79 | 88.22 | 89.92 | 86.84 | 89.13 | 91.02 | 88.99 | 88.94 | 88.82 | 88.28 | 88.37 | 88.38 |
| 268 | 372 | 24 | 0.10 | 48 | 0.00001 | 36 | 0.000000e+00 | 0.000000e+00 | 87.61 | 87.18 | 88.87 | 84.93 | 87.52 | 88.80 | 87.68 | 86.94 | 88.37 | 87.44 | 87.98 | 90.81 | 89.84 | 88.89 | 88.22 | 89.38 | 87.13 | 88.92 | 88.70 | 89.24 | 89.03 | 88.61 | 88.77 | 88.00 | 89.19 | 82.56 |
| 269 | 372 | 24 | 0.10 | 48 | 0.00001 | 36 | 0.000000e+00 | 1.000000e-08 | 86.45 | 86.49 | 84.32 | 86.05 | 87.24 | 88.82 | 88.55 | 87.67 | 89.43 | 86.65 | 89.02 | 88.84 | 88.54 | 89.05 | 87.93 | 90.16 | 87.33 | 88.87 | 89.10 | 91.87 | 87.98 | 74.99 | 89.14 | 88.52 | 88.66 | 87.71 |
| 270 | 372 | 24 | 0.10 | 48 | 0.00001 | 36 | 1.000000e-08 | 0.000000e+00 | 86.54 | 86.84 | 86.94 | 88.99 | 87.20 | 86.47 | 86.72 | 88.50 | 87.71 | 87.29 | 90.46 | 88.47 | 87.61 | 87.96 | 87.52 | 87.93 | 88.75 | 87.69 | 88.99 | 89.81 | 88.64 | 88.68 | 86.72 | 87.90 | 89.68 | 87.94 |
| 271 | 372 | 24 | 0.10 | 48 | 0.00001 | 36 | 1.000000e-08 | 1.000000e-08 | 87.61 | 86.05 | 87.49 | 88.98 | 85.95 | 89.04 | 87.49 | 88.38 | 87.94 | 88.35 | 88.05 | 90.06 | 87.20 | 86.65 | 89.43 | 89.62 | 88.29 | 87.87 | 89.99 | 92.10 | 88.37 | 87.69 | 88.02 | 91.29 | 78.12 | 73.09 |
| 288 | 372 | 24 | 0.10 | 64 | 0.00001 | 36 | 0.000000e+00 | 0.000000e+00 | 85.47 | 88.16 | 87.59 | 85.64 | 85.57 | 89.56 | 87.91 | 79.61 | 88.17 | 88.45 | 89.41 | 89.94 | 87.07 | 90.20 | 88.26 | 88.70 | 86.14 | 90.57 | 90.74 | 89.67 | 90.02 | 88.02 | 87.72 | 88.39 | 89.72 | 88.02 |
| 289 | 372 | 24 | 0.10 | 64 | 0.00001 | 36 | 0.000000e+00 | 1.000000e-08 | 88.39 | 87.75 | 86.41 | 87.89 | 88.09 | 88.53 | 88.31 | 87.60 | 88.73 | 85.41 | 87.28 | 89.32 | 88.96 | 86.83 | 88.42 | 90.57 | 86.43 | 86.06 | 88.28 | 87.82 | 87.22 | 75.84 | 88.53 | 89.67 | 89.15 | 88.39 |
| 290 | 372 | 24 | 0.10 | 64 | 0.00001 | 36 | 1.000000e-08 | 0.000000e+00 | 86.98 | 87.30 | 87.21 | 85.29 | 85.49 | 86.01 | 87.67 | 87.50 | 87.01 | 89.70 | 89.66 | 91.41 | 87.82 | 88.32 | 88.01 | 88.12 | 89.29 | 85.77 | 89.01 | 88.32 | 87.27 | 81.30 | 88.29 | 89.15 | 88.97 | 88.85 |
| 291 | 372 | 24 | 0.10 | 64 | 0.00001 | 36 | 1.000000e-08 | 1.000000e-08 | 86.46 | 88.54 | 89.05 | 85.43 | 86.12 | 88.83 | 90.81 | 88.52 | 88.48 | 88.01 | 89.33 | 89.46 | 89.71 | 86.06 | 75.86 | 87.64 | 87.10 | 90.19 | 89.46 | 90.30 | 88.23 | 89.33 | 87.88 | 89.09 | 89.39 | 89.18 |
| 308 | 372 | 24 | 0.10 | 32 | 0.00001 | 48 | 0.000000e+00 | 0.000000e+00 | 69.41 | 73.86 | 72.67 | 64.42 | 74.39 | 75.12 | 73.36 | 63.75 | 74.38 | 73.82 | 74.40 | 70.21 | 73.43 | 64.07 | 63.92 | 74.43 | 75.16 | 74.55 | 75.03 | 63.66 | 63.46 | 63.64 | 73.44 | 64.62 | 64.76 | 63.46 |
| 309 | 372 | 24 | 0.10 | 32 | 0.00001 | 48 | 0.000000e+00 | 1.000000e-08 | 73.64 | 64.40 | 74.13 | 64.79 | 74.16 | 70.03 | 74.67 | 64.57 | 74.97 | 75.42 | 74.86 | 74.43 | 75.15 | 75.01 | 63.63 | 74.03 | 64.04 | 74.89 | 74.37 | 75.12 | 73.93 | 63.09 | 73.04 | 64.19 | 62.79 | 64.11 |
| 310 | 372 | 24 | 0.10 | 32 | 0.00001 | 48 | 1.000000e-08 | 0.000000e+00 | 73.97 | 64.41 | 72.90 | 74.23 | 74.11 | 74.63 | 73.68 | 74.20 | 74.22 | 75.22 | 75.17 | 74.94 | 73.72 | 74.86 | 62.86 | 73.90 | 62.98 | 74.73 | 75.12 | 73.95 | 63.16 | 63.67 | 72.70 | 63.48 | 64.67 | 63.46 |
| 311 | 372 | 24 | 0.10 | 32 | 0.00001 | 48 | 1.000000e-08 | 1.000000e-08 | 73.65 | 75.13 | 73.15 | 65.06 | 73.88 | 75.19 | 73.86 | 64.08 | 74.39 | 74.37 | 74.89 | 63.21 | 73.44 | 74.33 | 63.55 | 74.19 | 74.40 | 73.94 | 74.85 | 74.44 | 63.37 | 63.35 | 55.13 | 64.42 | 63.76 | 63.17 |
| 328 | 372 | 24 | 0.10 | 48 | 0.00001 | 48 | 0.000000e+00 | 0.000000e+00 | 82.93 | 74.92 | 74.16 | 64.31 | 73.86 | 74.54 | 74.19 | 64.09 | 62.74 | 74.89 | 74.34 | 75.41 | 73.69 | 73.89 | 63.15 | 74.54 | 64.31 | 75.10 | 70.81 | 74.89 | 62.06 | 63.51 | 73.11 | 63.36 | 63.09 | 64.24 |
| 329 | 372 | 24 | 0.10 | 48 | 0.00001 | 48 | 0.000000e+00 | 1.000000e-08 | 74.23 | 62.84 | 73.42 | 65.00 | 74.86 | 62.62 | 73.87 | 63.59 | 74.62 | 73.87 | 74.63 | 63.01 | 73.57 | 73.92 | 63.85 | 73.89 | 74.61 | 85.21 | 75.66 | 75.69 | 62.29 | 63.76 | 74.15 | 62.66 | 64.38 | 63.51 |
| 330 | 372 | 24 | 0.10 | 48 | 0.00001 | 48 | 1.000000e-08 | 0.000000e+00 | 69.53 | 64.81 | 64.31 | 64.29 | 73.66 | 74.63 | 75.68 | 74.90 | 70.77 | 74.38 | 71.69 | 63.14 | 74.43 | 74.36 | 63.44 | 74.35 | 63.68 | 86.86 | 71.17 | 75.16 | 63.39 | 64.65 | 63.82 | 64.77 | 64.26 | 64.52 |
| 331 | 372 | 24 | 0.10 | 48 | 0.00001 | 48 | 1.000000e-08 | 1.000000e-08 | 73.15 | 74.63 | 73.41 | 74.37 | 74.64 | 74.61 | 72.98 | 73.63 | 73.91 | 74.39 | 75.34 | 74.41 | 71.26 | 74.93 | 75.38 | 75.63 | 74.11 | 73.94 | 74.59 | 74.64 | 61.61 | 63.39 | 72.95 | 63.94 | 73.43 | 62.94 |
| 348 | 372 | 24 | 0.10 | 64 | 0.00001 | 48 | 0.000000e+00 | 0.000000e+00 | 73.31 | 63.63 | 74.09 | 64.29 | 74.36 | 74.76 | 73.62 | 74.79 | 70.79 | 74.10 | 74.11 | 63.28 | 88.20 | 72.17 | 65.06 | 75.04 | 62.64 | 74.35 | 63.11 | 62.82 | 62.69 | 63.94 | 64.19 | 63.92 | 73.77 | 62.91 |
| 349 | 372 | 24 | 0.10 | 64 | 0.00001 | 48 | 0.000000e+00 | 1.000000e-08 | 73.12 | 75.17 | 73.37 | 75.37 | 74.84 | 73.94 | 73.95 | 63.72 | 75.62 | 74.62 | 62.86 | 63.30 | 74.21 | 73.52 | 63.32 | 74.62 | 75.46 | 86.44 | 73.86 | 63.38 | 63.89 | 64.24 | 72.15 | 63.72 | 62.71 | 64.28 |
| 350 | 372 | 24 | 0.10 | 64 | 0.00001 | 48 | 1.000000e-08 | 0.000000e+00 | 74.17 | 73.93 | 73.94 | 74.10 | 74.88 | 74.69 | 73.13 | 63.14 | 87.68 | 74.12 | 75.44 | 63.59 | 74.43 | 74.41 | 63.01 | 73.88 | 70.09 | 75.41 | 75.07 | 63.15 | 73.70 | 63.72 | 72.88 | 64.12 | 72.64 | 63.99 |
| 351 | 372 | 24 | 0.10 | 64 | 0.00001 | 48 | 1.000000e-08 | 1.000000e-08 | 73.41 | 64.37 | 74.39 | 74.25 | 74.42 | 74.78 | 73.19 | 64.35 | 74.63 | 74.11 | 74.33 | 71.18 | 74.90 | 74.38 | 75.41 | 75.13 | 75.10 | 74.14 | 74.40 | 62.66 | 62.66 | 63.76 | 72.39 | 63.35 | 63.44 | 73.65 |
| 368 | 372 | 24 | 0.01 | 32 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 88.94 | 90.57 | 89.37 | 89.33 | 89.80 | 89.22 | 88.87 | 90.07 | 90.12 | 88.56 | 90.44 | 90.00 | 89.68 | 88.22 | 90.47 | 89.89 | 87.59 | 89.95 | 89.71 | 89.88 | 89.33 | 90.36 | 90.25 | 89.16 | 90.09 | 88.81 |
| 369 | 372 | 24 | 0.01 | 32 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 85.81 | 90.29 | 89.01 | 89.49 | 89.68 | 90.06 | 87.85 | 89.43 | 86.88 | 89.77 | 89.98 | 88.38 | 89.86 | 89.55 | 89.72 | 90.70 | 88.34 | 90.63 | 88.38 | 90.65 | 90.05 | 89.35 | 90.43 | 88.33 | 88.61 | 89.48 |
| 370 | 372 | 24 | 0.01 | 32 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 90.64 | 89.35 | 89.68 | 89.77 | 89.18 | 89.14 | 87.80 | 90.68 | 89.23 | 88.46 | 90.14 | 90.58 | 90.27 | 89.02 | 90.11 | 89.86 | 90.20 | 90.72 | 89.51 | 90.30 | 89.68 | 91.63 | 90.06 | 88.87 | 89.98 | 87.37 |
| 371 | 372 | 24 | 0.01 | 32 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 89.72 | 88.86 | 90.77 | 88.54 | 89.69 | 90.99 | 89.69 | 89.34 | 89.95 | 88.92 | 88.89 | 89.11 | 88.91 | 89.36 | 89.42 | 90.04 | 89.11 | 91.31 | 90.61 | 90.70 | 89.08 | 88.32 | 88.55 | 89.24 | 85.98 | 87.45 |
| 388 | 372 | 24 | 0.01 | 48 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 88.99 | 89.66 | 89.70 | 88.50 | 89.58 | 87.19 | 88.15 | 90.20 | 89.17 | 89.17 | 89.04 | 88.55 | 89.64 | 91.03 | 91.40 | 89.92 | 90.19 | 90.71 | 90.78 | 89.57 | 89.01 | 89.62 | 87.83 | 89.72 | 90.50 | 88.03 |
| 389 | 372 | 24 | 0.01 | 48 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 88.67 | 89.16 | 90.75 | 90.39 | 89.62 | 90.56 | 89.44 | 90.28 | 89.34 | 90.00 | 90.28 | 90.14 | 88.75 | 88.24 | 89.65 | 91.46 | 89.23 | 89.12 | 90.83 | 90.70 | 89.34 | 89.33 | 89.51 | 89.38 | 90.15 | 88.39 |
| 390 | 372 | 24 | 0.01 | 48 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 88.16 | 90.56 | 89.05 | 88.06 | 87.84 | 91.78 | 90.16 | 88.56 | 88.57 | 88.77 | 90.33 | 90.63 | 90.35 | 89.02 | 89.45 | 90.76 | 90.09 | 89.81 | 90.79 | 89.85 | 89.83 | 90.31 | 90.22 | 90.30 | 89.75 | 87.19 |
| 391 | 372 | 24 | 0.01 | 48 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 89.66 | 89.49 | 88.37 | 89.92 | 90.13 | 89.30 | 89.58 | 90.52 | 88.98 | 89.99 | 89.51 | 89.64 | 89.62 | 89.81 | 90.31 | 90.16 | 89.54 | 89.81 | 90.50 | 90.24 | 90.06 | 90.02 | 87.61 | 87.93 | 89.74 | 87.35 |
| 408 | 372 | 24 | 0.01 | 64 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 90.18 | 89.31 | 90.08 | 88.98 | 88.44 | 91.13 | 90.52 | 89.89 | 88.08 | 90.39 | 90.56 | 89.37 | 88.06 | 89.89 | 88.52 | 88.97 | 89.08 | 90.35 | 89.74 | 88.60 | 89.75 | 89.02 | 88.33 | 90.13 | 89.43 | 91.78 |
| 409 | 372 | 24 | 0.01 | 64 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 90.62 | 89.87 | 90.01 | 90.26 | 88.91 | 89.89 | 88.92 | 88.97 | 88.51 | 88.99 | 90.91 | 88.59 | 91.09 | 89.57 | 90.19 | 90.66 | 89.12 | 89.24 | 90.99 | 89.55 | 89.94 | 89.63 | 88.89 | 90.39 | 89.39 | 89.58 |
| 410 | 372 | 24 | 0.01 | 64 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 89.35 | 90.67 | 88.68 | 90.16 | 89.21 | 89.23 | 88.68 | 89.66 | 89.05 | 90.11 | 90.47 | 91.32 | 89.71 | 89.69 | 90.24 | 89.27 | 90.68 | 89.40 | 90.16 | 90.26 | 90.71 | 87.33 | 87.81 | 88.98 | 89.41 | 89.73 |
| 411 | 372 | 24 | 0.01 | 64 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 89.20 | 88.57 | 89.65 | 90.20 | 89.86 | 89.44 | 90.10 | 89.37 | 90.54 | 89.51 | 90.72 | 90.13 | 89.35 | 88.82 | 89.58 | 90.52 | 89.82 | 89.63 | 89.75 | 88.80 | 89.36 | 91.10 | 88.59 | 89.15 | 88.77 | 89.68 |
| 428 | 372 | 24 | 0.01 | 32 | 0.00100 | 36 | 0.000000e+00 | 0.000000e+00 | 90.20 | 89.83 | 90.13 | 89.21 | 89.39 | 89.74 | 89.81 | 89.19 | 90.17 | 89.25 | 90.46 | 90.08 | 88.18 | 89.07 | 88.70 | 89.84 | 90.11 | 88.72 | 89.02 | 90.16 | 89.54 | 89.59 | 88.84 | 89.51 | 88.53 | 88.98 |
| 429 | 372 | 24 | 0.01 | 32 | 0.00100 | 36 | 0.000000e+00 | 1.000000e-08 | 88.02 | 90.31 | 89.90 | 90.29 | 89.15 | 90.55 | 88.96 | 89.73 | 89.76 | 88.92 | 89.26 | 90.16 | 89.92 | 88.54 | 89.40 | 88.76 | 88.91 | 88.52 | 90.80 | 90.83 | 86.41 | 89.28 | 90.01 | 90.66 | 87.86 | 87.64 |
| 430 | 372 | 24 | 0.01 | 32 | 0.00100 | 36 | 1.000000e-08 | 0.000000e+00 | 89.29 | 89.66 | 90.38 | 90.97 | 89.53 | 89.64 | 90.16 | 87.66 | 89.12 | 89.63 | 90.84 | 91.52 | 90.65 | 89.50 | 91.22 | 90.41 | 91.10 | 88.94 | 89.75 | 92.02 | 89.26 | 89.86 | 89.29 | 90.83 | 90.41 | 89.49 |
| 431 | 372 | 24 | 0.01 | 32 | 0.00100 | 36 | 1.000000e-08 | 1.000000e-08 | 89.28 | 90.24 | 89.41 | 91.11 | 89.54 | 89.70 | 88.06 | 89.27 | 87.73 | 87.60 | 91.49 | 91.07 | 90.54 | 89.04 | 88.71 | 89.92 | 89.29 | 89.25 | 89.20 | 90.19 | 88.80 | 90.51 | 88.75 | 87.95 | 90.28 | 89.70 |
| 448 | 372 | 24 | 0.01 | 48 | 0.00100 | 36 | 0.000000e+00 | 0.000000e+00 | 88.39 | 89.27 | 88.87 | 88.84 | 89.44 | 88.83 | 88.62 | 89.87 | 89.19 | 88.89 | 89.74 | 89.63 | 91.17 | 89.38 | 88.84 | 89.42 | 89.30 | 89.65 | 90.05 | 88.77 | 88.86 | 90.16 | 90.42 | 89.71 | 89.75 | 89.61 |
| 449 | 372 | 24 | 0.01 | 48 | 0.00100 | 36 | 0.000000e+00 | 1.000000e-08 | 89.45 | 89.75 | 89.68 | 89.88 | 89.62 | 89.05 | 89.99 | 90.04 | 87.28 | 90.46 | 89.88 | 90.83 | 89.57 | 89.13 | 89.92 | 89.42 | 90.58 | 88.99 | 91.27 | 89.20 | 88.60 | 89.45 | 88.32 | 89.56 | 89.93 | 90.51 |
| 450 | 372 | 24 | 0.01 | 48 | 0.00100 | 36 | 1.000000e-08 | 0.000000e+00 | 89.78 | 90.05 | 88.25 | 89.61 | 90.52 | 90.23 | 88.77 | 89.71 | 89.27 | 90.44 | 91.63 | 92.44 | 90.48 | 89.82 | 88.14 | 89.60 | 89.48 | 88.91 | 90.52 | 90.32 | 88.35 | 89.65 | 88.62 | 89.58 | 89.21 | 89.86 |
| 451 | 372 | 24 | 0.01 | 48 | 0.00100 | 36 | 1.000000e-08 | 1.000000e-08 | 87.76 | 89.49 | 89.13 | 88.39 | 90.54 | 91.21 | 90.24 | 90.83 | 89.83 | 87.97 | 90.57 | 90.96 | 91.01 | 89.29 | 88.33 | 90.02 | 88.93 | 90.07 | 88.64 | 89.68 | 89.28 | 90.14 | 88.12 | 89.36 | 89.64 | 88.35 |
| 468 | 372 | 24 | 0.01 | 64 | 0.00100 | 36 | 0.000000e+00 | 0.000000e+00 | 90.09 | 89.31 | 89.91 | 88.89 | 89.62 | 87.04 | 88.49 | 89.10 | 88.87 | 90.02 | 88.73 | 89.81 | 90.26 | 87.60 | 90.04 | 89.88 | 88.84 | 90.36 | 89.15 | 89.60 | 75.91 | 88.59 | 88.30 | 89.69 | 89.93 | 89.71 |
| 469 | 372 | 24 | 0.01 | 64 | 0.00100 | 36 | 0.000000e+00 | 1.000000e-08 | 86.71 | 90.55 | 88.37 | 90.01 | 89.15 | 89.87 | 88.41 | 89.71 | 91.06 | 88.79 | 90.37 | 89.41 | 90.55 | 89.11 | 88.63 | 88.08 | 90.31 | 88.91 | 90.53 | 91.70 | 88.67 | 89.35 | 89.15 | 77.50 | 89.56 | 89.82 |
| 470 | 372 | 24 | 0.01 | 64 | 0.00100 | 36 | 1.000000e-08 | 0.000000e+00 | 86.55 | 91.02 | 88.10 | 87.39 | 89.39 | 88.80 | 89.62 | 90.75 | 90.15 | 90.06 | 89.87 | 90.47 | 90.90 | 89.73 | 89.71 | 88.42 | 89.25 | 89.82 | 91.10 | 91.77 | 89.90 | 88.56 | 88.68 | 88.27 | 90.28 | 90.07 |
| 471 | 372 | 24 | 0.01 | 64 | 0.00100 | 36 | 1.000000e-08 | 1.000000e-08 | 88.52 | 89.54 | 90.03 | 89.89 | 89.45 | 91.30 | 88.27 | 88.95 | 88.97 | 90.37 | 90.19 | 89.59 | 88.45 | 88.48 | 88.60 | 88.07 | 89.98 | 90.02 | 89.79 | 91.66 | 76.73 | 89.10 | 87.28 | 90.32 | 90.16 | 91.04 |
| 488 | 372 | 24 | 0.01 | 32 | 0.00100 | 48 | 0.000000e+00 | 0.000000e+00 | 69.11 | 64.52 | 64.95 | 64.09 | 64.65 | 75.51 | 69.53 | 64.20 | 74.31 | 63.77 | 69.86 | 69.80 | 70.27 | 69.74 | 62.89 | 74.09 | 69.21 | 70.89 | 74.74 | 74.97 | 63.84 | 65.03 | 63.90 | 64.03 | 63.22 | 64.34 |
| 489 | 372 | 24 | 0.01 | 32 | 0.00100 | 48 | 0.000000e+00 | 1.000000e-08 | 68.43 | 69.88 | 65.08 | 64.48 | 65.77 | 63.52 | 74.11 | 63.74 | 65.03 | 67.88 | 74.94 | 68.54 | 73.06 | 64.04 | 62.38 | 69.77 | 73.02 | 73.32 | 63.70 | 63.13 | 64.30 | 63.07 | 72.63 | 64.59 | 65.02 | 64.60 |
| 490 | 372 | 24 | 0.01 | 32 | 0.00100 | 48 | 1.000000e-08 | 0.000000e+00 | 66.16 | 68.97 | 65.29 | 66.05 | 64.71 | 66.70 | 68.95 | 64.29 | 63.91 | 70.35 | 74.84 | 64.25 | 69.99 | 63.61 | 63.58 | 63.54 | 63.84 | 73.87 | 70.10 | 62.67 | 63.33 | 63.29 | 72.47 | 74.44 | 64.53 | 64.34 |
| 491 | 372 | 24 | 0.01 | 32 | 0.00100 | 48 | 1.000000e-08 | 1.000000e-08 | 68.97 | 66.00 | 65.55 | 65.36 | 69.29 | 64.43 | 73.33 | 63.90 | 73.88 | 64.97 | 74.37 | 69.07 | 73.32 | 54.06 | 64.20 | 72.59 | 63.11 | 64.97 | 74.64 | 74.61 | 55.61 | 56.59 | 52.14 | 65.51 | 63.84 | 65.28 |
| 508 | 372 | 24 | 0.01 | 48 | 0.00100 | 48 | 0.000000e+00 | 0.000000e+00 | 65.69 | 65.78 | 65.01 | 64.83 | 68.47 | 64.57 | 73.57 | 63.91 | 68.43 | 64.58 | 63.57 | 69.75 | 72.61 | 54.07 | 63.16 | 64.41 | 64.08 | 68.17 | 63.73 | 63.45 | 62.88 | 65.29 | 63.95 | 65.15 | 63.52 | 72.63 |
| 509 | 372 | 24 | 0.01 | 48 | 0.00100 | 48 | 0.000000e+00 | 1.000000e-08 | 65.58 | 65.30 | 65.68 | 64.55 | 64.84 | 74.87 | 68.80 | 63.10 | 64.38 | 63.51 | 74.58 | 68.80 | 72.05 | 70.85 | 63.46 | 73.32 | 63.70 | 65.13 | 75.64 | 63.74 | 63.07 | 64.52 | 72.40 | 63.92 | 53.05 | 73.49 |
| 510 | 372 | 24 | 0.01 | 48 | 0.00100 | 48 | 1.000000e-08 | 0.000000e+00 | 87.22 | 65.33 | 65.43 | 64.69 | 66.14 | 63.57 | 73.38 | 69.65 | 55.89 | 64.95 | 63.62 | 64.44 | 71.83 | 73.06 | 64.53 | 70.06 | 74.37 | 72.67 | 74.77 | 74.56 | 62.71 | 54.36 | 52.56 | 64.22 | 64.32 | 64.02 |
| 511 | 372 | 24 | 0.01 | 48 | 0.00100 | 48 | 1.000000e-08 | 1.000000e-08 | 73.56 | 64.74 | 69.42 | 64.49 | 64.66 | 63.64 | 73.08 | 64.09 | 63.96 | 65.18 | 73.70 | 62.22 | 69.28 | 73.86 | 63.91 | 70.25 | 52.81 | 73.22 | 69.32 | 74.42 | 64.17 | 64.49 | 64.27 | 63.70 | 63.37 | 73.19 |
| 528 | 372 | 24 | 0.01 | 64 | 0.00100 | 48 | 0.000000e+00 | 0.000000e+00 | 73.58 | 65.78 | 65.63 | 64.65 | 70.60 | 74.91 | 69.64 | 64.02 | 63.28 | 64.15 | 63.41 | 75.07 | 55.42 | 63.09 | 63.66 | 69.08 | 63.34 | 69.44 | 63.42 | 68.76 | 64.47 | 52.12 | 73.14 | 64.62 | 64.87 | 63.55 |
| 529 | 372 | 24 | 0.01 | 64 | 0.00100 | 48 | 0.000000e+00 | 1.000000e-08 | 67.24 | 65.22 | 64.96 | 64.75 | 64.05 | 64.27 | 71.66 | 63.62 | 64.17 | 64.53 | 63.82 | 64.69 | 73.10 | 86.88 | 63.14 | 69.67 | 63.09 | 64.37 | 63.55 | 64.11 | 64.14 | 63.38 | 65.25 | 64.78 | 54.90 | 65.74 |
| 530 | 372 | 24 | 0.01 | 64 | 0.00100 | 48 | 1.000000e-08 | 0.000000e+00 | 73.18 | 66.91 | 66.30 | 64.48 | 64.96 | 63.93 | 73.06 | 64.24 | 68.49 | 55.65 | 67.87 | 63.45 | 73.34 | 55.20 | 64.04 | 69.92 | 64.17 | 63.79 | 64.03 | 62.61 | 53.09 | 64.09 | 72.75 | 64.34 | 73.63 | 64.21 |
| 531 | 372 | 24 | 0.01 | 64 | 0.00100 | 48 | 1.000000e-08 | 1.000000e-08 | 73.95 | 64.75 | 65.79 | 65.40 | 68.44 | 65.06 | 73.45 | 63.82 | 74.83 | 69.95 | 63.36 | 62.37 | 72.63 | 52.57 | 64.47 | 73.99 | 64.81 | 64.66 | 64.41 | 63.30 | 63.92 | 55.70 | 72.88 | 64.65 | 65.33 | 64.59 |
| 548 | 372 | 24 | 0.01 | 32 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 88.61 | 89.37 | 88.07 | 89.04 | 88.81 | 91.02 | 88.97 | 88.70 | 89.42 | 88.98 | 90.09 | 89.77 | 89.80 | 89.58 | 88.91 | 89.47 | 89.30 | 89.50 | 90.96 | 90.18 | 89.01 | 89.85 | 86.77 | 87.88 | 88.72 | 90.17 |
| 549 | 372 | 24 | 0.01 | 32 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 89.56 | 89.03 | 87.66 | 90.37 | 89.11 | 91.43 | 89.69 | 90.79 | 87.73 | 89.25 | 89.44 | 89.42 | 90.19 | 89.04 | 90.31 | 90.02 | 88.81 | 89.41 | 90.18 | 90.56 | 88.47 | 89.75 | 88.51 | 89.08 | 90.42 | 89.05 |
| 550 | 372 | 24 | 0.01 | 32 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 88.98 | 90.75 | 89.99 | 90.73 | 89.13 | 89.34 | 88.65 | 88.98 | 89.77 | 90.25 | 90.93 | 91.44 | 89.89 | 90.33 | 90.31 | 89.80 | 90.61 | 88.51 | 90.95 | 90.95 | 90.61 | 89.94 | 88.11 | 88.65 | 88.33 | 88.10 |
| 551 | 372 | 24 | 0.01 | 32 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 88.56 | 90.46 | 89.06 | 89.40 | 90.90 | 89.62 | 88.63 | 90.33 | 89.97 | 88.55 | 90.11 | 90.95 | 89.05 | 89.67 | 88.86 | 91.12 | 89.84 | 87.73 | 90.06 | 89.77 | 88.84 | 88.22 | 87.43 | 87.29 | 88.52 | 88.25 |
| 568 | 372 | 24 | 0.01 | 48 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 87.56 | 88.94 | 89.49 | 87.87 | 88.89 | 89.09 | 90.00 | 89.41 | 88.71 | 90.31 | 89.46 | 90.06 | 90.55 | 89.07 | 88.44 | 88.54 | 88.43 | 88.96 | 90.24 | 89.67 | 89.05 | 90.19 | 88.90 | 90.36 | 89.90 | 87.77 |
| 569 | 372 | 24 | 0.01 | 48 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 86.15 | 89.51 | 89.62 | 89.91 | 87.79 | 90.44 | 88.56 | 88.27 | 88.82 | 88.57 | 90.07 | 90.63 | 90.79 | 89.57 | 89.32 | 90.46 | 89.55 | 89.14 | 90.08 | 91.75 | 89.73 | 89.36 | 87.86 | 89.16 | 88.82 | 89.98 |
| 570 | 372 | 24 | 0.01 | 48 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 85.54 | 87.09 | 90.79 | 88.75 | 90.39 | 88.43 | 86.78 | 89.36 | 90.23 | 90.62 | 90.06 | 90.99 | 90.19 | 89.89 | 89.80 | 89.81 | 89.50 | 90.14 | 89.18 | 90.24 | 88.11 | 89.60 | 88.03 | 90.09 | 88.90 | 90.60 |
| 571 | 372 | 24 | 0.01 | 48 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 89.84 | 89.97 | 89.75 | 88.42 | 88.61 | 91.05 | 90.18 | 90.29 | 89.94 | 89.13 | 89.47 | 89.49 | 89.20 | 90.43 | 90.44 | 89.86 | 90.07 | 89.01 | 89.94 | 90.75 | 88.36 | 88.32 | 88.31 | 88.11 | 88.31 | 89.08 |
| 588 | 372 | 24 | 0.01 | 64 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 88.10 | 89.70 | 88.37 | 89.44 | 90.64 | 89.97 | 88.63 | 88.88 | 87.54 | 89.49 | 89.82 | 89.71 | 88.09 | 87.18 | 91.01 | 90.24 | 88.42 | 89.33 | 89.76 | 90.20 | 88.53 | 89.14 | 88.12 | 91.02 | 88.22 | 87.93 |
| 589 | 372 | 24 | 0.01 | 64 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 87.44 | 89.34 | 89.48 | 88.43 | 88.66 | 89.94 | 89.87 | 90.08 | 89.89 | 90.02 | 90.45 | 89.82 | 88.12 | 89.84 | 87.52 | 88.83 | 89.78 | 89.91 | 89.19 | 88.48 | 87.99 | 88.59 | 88.12 | 89.15 | 87.90 | 87.95 |
| 590 | 372 | 24 | 0.01 | 64 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 87.78 | 89.37 | 89.11 | 90.08 | 89.29 | 90.59 | 87.44 | 89.62 | 88.48 | 87.77 | 87.76 | 89.86 | 89.18 | 89.79 | 89.74 | 89.73 | 89.29 | 89.53 | 89.81 | 89.29 | 88.90 | 88.28 | 89.54 | 88.39 | 88.19 | 88.86 |
| 591 | 372 | 24 | 0.01 | 64 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 89.96 | 89.51 | 88.40 | 89.54 | 89.20 | 89.69 | 87.72 | 89.82 | 88.90 | 89.90 | 89.92 | 89.82 | 89.40 | 90.03 | 90.19 | 89.92 | 88.44 | 90.02 | 90.08 | 90.77 | 89.02 | 90.19 | 88.62 | 89.94 | 90.66 | 88.99 |
| 608 | 372 | 24 | 0.01 | 32 | 0.00001 | 36 | 0.000000e+00 | 0.000000e+00 | 89.54 | 89.37 | 89.45 | 91.08 | 88.39 | 89.64 | 88.72 | 88.43 | 87.48 | 90.12 | 89.88 | 90.02 | 89.39 | 90.78 | 90.55 | 90.85 | 88.91 | 90.30 | 89.50 | 91.03 | 89.57 | 90.28 | 90.26 | 89.47 | 90.30 | 88.53 |
| 609 | 372 | 24 | 0.01 | 32 | 0.00001 | 36 | 0.000000e+00 | 1.000000e-08 | 90.52 | 77.47 | 89.35 | 89.78 | 88.54 | 91.90 | 88.17 | 89.52 | 88.57 | 89.02 | 88.98 | 90.29 | 88.50 | 89.59 | 89.23 | 90.81 | 89.35 | 89.16 | 90.00 | 89.81 | 88.26 | 90.16 | 87.56 | 89.70 | 88.73 | 90.98 |
| 610 | 372 | 24 | 0.01 | 32 | 0.00001 | 36 | 1.000000e-08 | 0.000000e+00 | 87.69 | 88.61 | 87.51 | 88.99 | 90.92 | 88.73 | 89.05 | 89.08 | 88.66 | 89.66 | 91.56 | 89.00 | 89.62 | 91.02 | 89.18 | 89.37 | 89.10 | 90.41 | 89.95 | 91.03 | 88.88 | 89.32 | 88.75 | 88.96 | 87.73 | 88.86 |
| 611 | 372 | 24 | 0.01 | 32 | 0.00001 | 36 | 1.000000e-08 | 1.000000e-08 | 88.42 | 89.29 | 87.78 | 89.47 | 89.12 | 89.78 | 89.24 | 89.43 | 87.78 | 87.99 | 90.03 | 89.91 | 88.56 | 89.03 | 88.64 | 88.77 | 91.22 | 89.91 | 91.94 | 89.59 | 88.80 | 89.81 | 90.71 | 89.40 | 89.21 | 88.45 |
| 628 | 372 | 24 | 0.01 | 48 | 0.00001 | 36 | 0.000000e+00 | 0.000000e+00 | 88.29 | 88.62 | 88.14 | 88.28 | 90.39 | 89.65 | 89.72 | 89.12 | 90.73 | 90.97 | 91.23 | 92.15 | 89.30 | 89.08 | 88.69 | 90.16 | 89.80 | 88.69 | 89.54 | 90.03 | 89.76 | 88.32 | 88.61 | 88.10 | 89.39 | 88.37 |
| 629 | 372 | 24 | 0.01 | 48 | 0.00001 | 36 | 0.000000e+00 | 1.000000e-08 | 89.63 | 88.67 | 87.19 | 87.97 | 88.80 | 90.03 | 89.49 | 89.24 | 88.97 | 90.04 | 90.34 | 89.67 | 87.92 | 88.89 | 76.48 | 89.06 | 89.44 | 89.54 | 90.02 | 90.87 | 89.83 | 89.18 | 90.88 | 88.57 | 76.02 | 90.70 |
| 630 | 372 | 24 | 0.01 | 48 | 0.00001 | 36 | 1.000000e-08 | 0.000000e+00 | 89.08 | 88.62 | 89.71 | 91.33 | 88.81 | 90.39 | 89.14 | 89.13 | 89.76 | 89.49 | 89.31 | 90.01 | 89.77 | 89.95 | 87.68 | 88.68 | 90.88 | 90.87 | 90.94 | 91.52 | 88.63 | 90.17 | 88.90 | 89.16 | 89.17 | 88.79 |
| 631 | 372 | 24 | 0.01 | 48 | 0.00001 | 36 | 1.000000e-08 | 1.000000e-08 | 88.53 | 88.79 | 87.49 | 89.64 | 89.83 | 88.80 | 90.98 | 88.96 | 90.94 | 89.30 | 91.78 | 89.33 | 89.68 | 89.95 | 89.40 | 89.43 | 89.10 | 89.80 | 89.65 | 88.88 | 89.63 | 88.78 | 87.65 | 86.99 | 89.99 | 90.20 |
| 648 | 372 | 24 | 0.01 | 64 | 0.00001 | 36 | 0.000000e+00 | 0.000000e+00 | 86.61 | 89.98 | 90.81 | 90.49 | 88.60 | 88.93 | 89.82 | 89.25 | 89.13 | 89.46 | 89.83 | 89.01 | 89.53 | 89.53 | 91.01 | 91.05 | 89.25 | 89.77 | 89.84 | 89.72 | 89.47 | 88.09 | 87.92 | 89.22 | 90.28 | 90.08 |
| 649 | 372 | 24 | 0.01 | 64 | 0.00001 | 36 | 0.000000e+00 | 1.000000e-08 | 88.30 | 90.31 | 90.11 | 88.79 | 89.36 | 89.34 | 88.79 | 88.73 | 88.98 | 89.87 | 89.87 | 90.45 | 88.61 | 88.87 | 89.54 | 90.75 | 88.32 | 88.76 | 91.28 | 91.40 | 77.10 | 89.14 | 89.21 | 89.08 | 88.21 | 89.07 |
| 650 | 372 | 24 | 0.01 | 64 | 0.00001 | 36 | 1.000000e-08 | 0.000000e+00 | 88.24 | 88.06 | 89.18 | 88.54 | 88.67 | 90.28 | 89.19 | 89.95 | 89.54 | 89.72 | 90.74 | 89.63 | 88.63 | 91.16 | 89.20 | 89.75 | 89.16 | 90.64 | 90.79 | 91.05 | 89.51 | 90.82 | 89.23 | 89.58 | 89.39 | 87.76 |
| 651 | 372 | 24 | 0.01 | 64 | 0.00001 | 36 | 1.000000e-08 | 1.000000e-08 | 89.25 | 89.28 | 90.23 | 91.88 | 88.26 | 88.83 | 89.95 | 90.03 | 87.60 | 87.65 | 89.56 | 91.09 | 89.74 | 89.12 | 88.60 | 90.88 | 91.72 | 90.04 | 90.82 | 89.15 | 89.96 | 89.59 | 87.64 | 89.10 | 90.21 | 88.52 |
| 668 | 372 | 24 | 0.01 | 32 | 0.00001 | 48 | 0.000000e+00 | 0.000000e+00 | 73.61 | 64.11 | 65.06 | 65.05 | 65.71 | 74.30 | 72.09 | 63.69 | 62.77 | 64.68 | 68.85 | 64.15 | 73.35 | 63.50 | 64.32 | 72.67 | 63.73 | 73.55 | 75.83 | 63.09 | 73.37 | 64.22 | 72.10 | 63.72 | 53.68 | 64.49 |
| 669 | 372 | 24 | 0.01 | 32 | 0.00001 | 48 | 0.000000e+00 | 1.000000e-08 | 73.56 | 64.25 | 64.73 | 64.83 | 73.88 | 63.52 | 73.73 | 69.19 | 63.35 | 70.47 | 75.02 | 74.10 | 70.33 | 63.07 | 64.44 | 73.41 | 73.62 | 73.36 | 74.59 | 75.07 | 73.10 | 63.57 | 63.82 | 64.18 | 64.82 | 69.46 |
| 670 | 372 | 24 | 0.01 | 32 | 0.00001 | 48 | 1.000000e-08 | 0.000000e+00 | 73.71 | 65.06 | 67.76 | 64.99 | 68.98 | 74.60 | 65.29 | 64.27 | 69.79 | 68.35 | 64.56 | 63.40 | 72.57 | 64.02 | 64.83 | 73.57 | 73.11 | 73.44 | 64.32 | 74.57 | 63.88 | 64.75 | 63.03 | 64.80 | 63.68 | 64.49 |
| 671 | 372 | 24 | 0.01 | 32 | 0.00001 | 48 | 1.000000e-08 | 1.000000e-08 | 68.84 | 64.77 | 73.30 | 64.82 | 65.01 | 63.48 | 68.75 | 64.11 | 64.19 | 64.84 | 74.54 | 71.25 | 73.98 | 55.56 | 74.43 | 72.97 | 63.64 | 73.72 | 63.59 | 68.86 | 54.21 | 63.87 | 73.86 | 63.94 | 63.78 | 64.49 |
| 688 | 372 | 24 | 0.01 | 48 | 0.00001 | 48 | 0.000000e+00 | 0.000000e+00 | 73.27 | 68.74 | 68.96 | 65.21 | 64.45 | 65.29 | 68.29 | 64.34 | 63.07 | 64.34 | 64.09 | 74.11 | 72.86 | 64.35 | 63.80 | 72.46 | 63.43 | 73.27 | 64.64 | 63.17 | 65.46 | 64.06 | 72.61 | 64.70 | 64.60 | 73.37 |
| 689 | 372 | 24 | 0.01 | 48 | 0.00001 | 48 | 0.000000e+00 | 1.000000e-08 | 67.46 | 65.73 | 65.87 | 65.00 | 65.92 | 68.44 | 64.58 | 64.06 | 64.35 | 64.45 | 63.72 | 62.70 | 72.27 | 63.51 | 63.59 | 73.53 | 62.97 | 63.14 | 75.08 | 63.19 | 64.02 | 62.59 | 65.29 | 64.22 | 64.02 | 63.95 |
| 690 | 372 | 24 | 0.01 | 48 | 0.00001 | 48 | 1.000000e-08 | 0.000000e+00 | 65.23 | 64.12 | 73.55 | 64.58 | 64.56 | 69.49 | 65.01 | 64.56 | 63.98 | 70.18 | 75.13 | 62.94 | 72.34 | 73.11 | 64.08 | 69.13 | 64.39 | 73.21 | 74.85 | 73.87 | 63.88 | 63.37 | 64.81 | 52.45 | 65.51 | 65.37 |
| 691 | 372 | 24 | 0.01 | 48 | 0.00001 | 48 | 1.000000e-08 | 1.000000e-08 | 74.66 | 64.12 | 64.08 | 65.20 | 63.89 | 75.74 | 73.81 | 63.33 | 70.04 | 63.84 | 74.09 | 63.10 | 71.55 | 63.54 | 62.82 | 72.57 | 63.69 | 69.37 | 62.40 | 74.34 | 53.86 | 64.13 | 63.10 | 63.56 | 85.77 | 62.32 |
| 708 | 372 | 24 | 0.01 | 64 | 0.00001 | 48 | 0.000000e+00 | 0.000000e+00 | 73.12 | 66.42 | 64.57 | 64.74 | 70.22 | 74.98 | 73.09 | 62.99 | 64.41 | 69.48 | 64.81 | 63.47 | 72.62 | 68.99 | 65.43 | 72.32 | 63.50 | 68.55 | 75.14 | 73.37 | 64.35 | 56.74 | 73.40 | 64.29 | 64.62 | 64.31 |
| 709 | 372 | 24 | 0.01 | 64 | 0.00001 | 48 | 0.000000e+00 | 1.000000e-08 | 65.59 | 65.11 | 68.79 | 64.91 | 64.76 | 63.74 | 73.55 | 54.82 | 68.76 | 68.06 | 67.74 | 69.18 | 70.68 | 63.93 | 64.31 | 70.60 | 63.08 | 73.68 | 74.84 | 63.88 | 64.83 | 64.29 | 73.15 | 64.51 | 65.07 | 64.61 |
| 710 | 372 | 24 | 0.01 | 64 | 0.00001 | 48 | 1.000000e-08 | 0.000000e+00 | 73.60 | 65.19 | 65.69 | 63.53 | 65.20 | 64.60 | 73.08 | 63.40 | 69.43 | 64.26 | 75.38 | 63.35 | 69.89 | 69.85 | 63.42 | 72.64 | 73.68 | 72.92 | 63.50 | 70.41 | 64.23 | 65.06 | 63.83 | 63.85 | 55.91 | 65.73 |
| 711 | 372 | 24 | 0.01 | 64 | 0.00001 | 48 | 1.000000e-08 | 1.000000e-08 | 73.95 | 70.26 | 64.82 | 64.63 | 64.53 | 63.80 | 69.65 | 63.29 | 71.34 | 65.69 | 67.14 | 70.07 | 73.56 | 70.19 | 62.92 | 73.49 | 63.58 | 67.22 | 69.14 | 74.32 | 63.87 | 63.52 | 53.98 | 64.26 | 52.64 | 64.46 |
| input_size | output_size | learning_rate | batch_size | alpha | margin | l1_reg | l2_reg | mAP_test_abs_values | mAP_test_abs_values_2 | mAP_test_abs_values_3 | mAP_test_abs_values_4 | mAP_test_abs_values_5 | mAP_test_abs_values_6 | mAP_test_abs_values_7 | mAP_test_abs_values_8 | mAP_test_abs_values_9 | mAP_test_abs_values_10 | mAP_test_abs_values_11 | mAP_test_abs_values_12 | mAP_test_abs_values_13 | mAP_test_abs_values_14 | mAP_test_abs_values_15 | mAP_test_abs_values_16 | mAP_test_abs_values_17 | mAP_test_abs_values_18 | mAP_test_abs_values_19 | mAP_test_abs_values_20 | mAP_test_abs_values_21 | mAP_test_abs_values_22 | mAP_test_abs_values_23 | mAP_test_abs_values_24 | mAP_test_abs_values_25 | mAP_test_abs_values_26 | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 8 | 372 | 24 | 0.10 | 32 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 91.49 | 93.60 | 91.21 | 92.79 | 93.36 | 90.52 | 92.38 | 89.78 | 91.96 | 92.52 | 92.25 | 91.67 | 92.01 | 92.81 | 93.07 | 88.86 | 93.11 | 92.60 | 90.41 | 92.85 | 93.22 | 93.50 | 91.46 | 76.53 | 83.26 | 92.08 |
| 9 | 372 | 24 | 0.10 | 32 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 92.16 | 94.43 | 93.21 | 91.55 | 91.78 | 91.73 | 92.15 | 92.74 | 92.28 | 90.48 | 91.79 | 92.31 | 93.55 | 91.87 | 90.49 | 95.24 | 91.87 | 92.59 | 90.70 | 90.78 | 91.73 | 93.05 | 93.14 | 91.96 | 93.27 | 93.39 |
| 10 | 372 | 24 | 0.10 | 32 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 93.21 | 93.00 | 92.82 | 92.65 | 91.88 | 92.46 | 91.87 | 92.29 | 92.95 | 93.38 | 93.68 | 92.52 | 93.87 | 94.67 | 93.27 | 92.04 | 92.80 | 92.82 | 90.60 | 91.94 | 92.79 | 93.28 | 94.40 | 93.39 | 92.97 | 92.93 |
| 11 | 372 | 24 | 0.10 | 32 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 93.61 | 93.28 | 93.61 | 90.63 | 94.42 | 90.55 | 92.95 | 91.58 | 92.44 | 93.39 | 90.74 | 91.79 | 92.29 | 92.74 | 92.87 | 94.48 | 94.51 | 92.37 | 94.30 | 92.19 | 93.62 | 93.33 | 93.65 | 92.96 | 92.09 | 92.38 |
| 28 | 372 | 24 | 0.10 | 48 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 89.40 | 92.08 | 92.92 | 49.17 | 91.97 | 91.28 | 91.87 | 91.81 | 92.32 | 91.98 | 91.69 | 93.22 | 92.27 | 92.23 | 93.20 | 77.06 | 91.94 | 93.88 | 91.30 | 92.14 | 93.66 | 86.43 | 92.62 | 94.56 | 81.53 | 92.29 |
| 29 | 372 | 24 | 0.10 | 48 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 93.25 | 92.30 | 94.50 | 92.27 | 89.26 | 49.17 | 93.23 | 93.30 | 92.00 | 92.69 | 91.31 | 91.69 | 91.59 | 49.17 | 93.14 | 92.13 | 91.35 | 91.84 | 93.90 | 91.90 | 94.38 | 94.85 | 94.31 | 91.97 | 93.06 | 93.67 |
| 30 | 372 | 24 | 0.10 | 48 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 90.18 | 88.85 | 91.93 | 93.48 | 92.92 | 91.93 | 91.12 | 92.77 | 91.87 | 92.69 | 92.04 | 90.08 | 91.35 | 92.54 | 92.86 | 91.41 | 92.79 | 75.51 | 90.06 | 93.14 | 93.84 | 93.69 | 92.07 | 84.02 | 91.13 | 91.73 |
| 31 | 372 | 24 | 0.10 | 48 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 90.93 | 94.12 | 91.31 | 90.56 | 92.58 | 92.68 | 91.39 | 91.50 | 92.87 | 89.72 | 92.52 | 93.28 | 94.09 | 93.79 | 90.65 | 93.47 | 92.22 | 92.04 | 91.50 | 91.72 | 92.29 | 93.40 | 94.00 | 92.11 | 92.62 | 92.16 |
| 48 | 372 | 24 | 0.10 | 64 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 91.76 | 89.53 | 92.94 | 92.34 | 81.98 | 91.64 | 82.80 | 90.24 | 93.89 | 93.19 | 92.00 | 91.94 | 93.57 | 92.79 | 88.76 | 93.14 | 94.35 | 92.68 | 92.93 | 93.78 | 93.61 | 78.37 | 93.19 | 91.78 | 93.33 | 87.04 |
| 49 | 372 | 24 | 0.10 | 64 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 90.19 | 89.11 | 94.14 | 92.04 | 92.08 | 90.62 | 92.77 | 92.69 | 93.82 | 93.89 | 92.36 | 92.07 | 91.72 | 93.01 | 91.93 | 92.95 | 95.42 | 91.71 | 92.10 | 93.43 | 93.12 | 93.70 | 93.38 | 92.40 | 93.64 | 92.24 |
| 50 | 372 | 24 | 0.10 | 64 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 91.83 | 90.79 | 70.98 | 92.79 | 93.14 | 92.15 | 93.37 | 93.07 | 95.06 | 94.24 | 91.47 | 90.16 | 91.29 | 94.10 | 92.45 | 90.91 | 92.38 | 91.43 | 92.62 | 91.68 | 92.82 | 92.76 | 93.04 | 91.29 | 93.23 | 92.24 |
| 51 | 372 | 24 | 0.10 | 64 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 92.17 | 91.54 | 93.21 | 92.37 | 92.03 | 91.35 | 91.51 | 91.68 | 89.52 | 91.03 | 93.19 | 92.88 | 93.72 | 93.24 | 91.86 | 95.71 | 93.00 | 89.97 | 88.79 | 91.44 | 93.50 | 92.76 | 93.74 | 92.89 | 92.08 | 93.52 |
| 68 | 372 | 24 | 0.10 | 32 | 0.00100 | 36 | 0.000000e+00 | 0.000000e+00 | 94.35 | 94.33 | 90.37 | 91.94 | 92.46 | 91.86 | 93.06 | 93.48 | 94.17 | 92.13 | 91.88 | 91.59 | 91.65 | 93.25 | 92.39 | 90.02 | 91.72 | 91.71 | 92.47 | 94.58 | 94.87 | 91.54 | 86.71 | 91.64 | 93.31 | 92.35 |
| 69 | 372 | 24 | 0.10 | 32 | 0.00100 | 36 | 0.000000e+00 | 1.000000e-08 | 91.94 | 89.40 | 90.30 | 93.50 | 92.18 | 91.21 | 92.50 | 92.82 | 92.71 | 91.78 | 92.22 | 92.11 | 92.09 | 93.20 | 93.05 | 93.11 | 91.32 | 93.47 | 91.79 | 90.73 | 93.97 | 92.46 | 91.46 | 92.29 | 74.19 | 93.99 |
| 70 | 372 | 24 | 0.10 | 32 | 0.00100 | 36 | 1.000000e-08 | 0.000000e+00 | 93.38 | 93.24 | 93.52 | 90.24 | 92.07 | 90.84 | 94.47 | 93.50 | 93.69 | 89.70 | 95.39 | 92.62 | 91.48 | 91.46 | 93.32 | 92.33 | 94.73 | 92.97 | 91.63 | 92.89 | 93.77 | 94.22 | 93.34 | 93.18 | 94.37 | 92.25 |
| 71 | 372 | 24 | 0.10 | 32 | 0.00100 | 36 | 1.000000e-08 | 1.000000e-08 | 93.09 | 91.42 | 94.56 | 91.41 | 93.03 | 91.99 | 91.33 | 91.74 | 88.86 | 92.91 | 93.39 | 93.82 | 92.10 | 91.96 | 92.16 | 92.97 | 93.42 | 93.22 | 93.38 | 91.90 | 93.09 | 94.06 | 94.48 | 92.07 | 88.61 | 93.62 |
| 88 | 372 | 24 | 0.10 | 48 | 0.00100 | 36 | 0.000000e+00 | 0.000000e+00 | 91.48 | 86.41 | 93.50 | 74.84 | 93.52 | 92.96 | 88.98 | 93.79 | 91.61 | 91.60 | 91.47 | 91.88 | 94.08 | 93.61 | 90.71 | 93.22 | 90.71 | 92.32 | 91.94 | 92.30 | 94.33 | 93.92 | 83.88 | 93.65 | 94.69 | 69.98 |
| 89 | 372 | 24 | 0.10 | 48 | 0.00100 | 36 | 0.000000e+00 | 1.000000e-08 | 92.71 | 90.14 | 92.48 | 92.05 | 92.54 | 91.91 | 92.09 | 91.37 | 93.01 | 76.40 | 91.63 | 92.22 | 92.96 | 93.23 | 92.77 | 93.59 | 93.33 | 92.03 | 92.87 | 93.16 | 94.16 | 92.35 | 93.98 | 91.88 | 77.60 | 91.55 |
| 90 | 372 | 24 | 0.10 | 48 | 0.00100 | 36 | 1.000000e-08 | 0.000000e+00 | 92.54 | 92.89 | 94.59 | 92.10 | 92.36 | 92.17 | 94.08 | 78.59 | 91.64 | 93.06 | 93.71 | 93.84 | 92.71 | 93.29 | 92.34 | 92.72 | 90.83 | 91.20 | 92.26 | 92.47 | 93.91 | 91.10 | 94.33 | 74.56 | 93.78 | 92.30 |
| 91 | 372 | 24 | 0.10 | 48 | 0.00100 | 36 | 1.000000e-08 | 1.000000e-08 | 91.13 | 92.37 | 93.53 | 90.86 | 92.25 | 91.54 | 91.96 | 93.73 | 93.53 | 91.99 | 92.97 | 90.88 | 92.19 | 91.41 | 91.77 | 91.75 | 93.00 | 92.65 | 93.97 | 91.26 | 94.18 | 93.53 | 94.16 | 94.35 | 76.00 | 93.16 |
| 108 | 372 | 24 | 0.10 | 64 | 0.00100 | 36 | 0.000000e+00 | 0.000000e+00 | 92.36 | 94.49 | 91.86 | 92.14 | 93.52 | 93.04 | 92.02 | 94.28 | 93.19 | 89.68 | 92.27 | 94.29 | 94.44 | 93.96 | 92.51 | 92.32 | 89.07 | 92.19 | 91.89 | 91.20 | 92.80 | 92.35 | 90.59 | 75.60 | 90.79 | 93.02 |
| 109 | 372 | 24 | 0.10 | 64 | 0.00100 | 36 | 0.000000e+00 | 1.000000e-08 | 94.53 | 92.41 | 92.62 | 92.73 | 92.04 | 93.01 | 90.64 | 91.73 | 94.03 | 92.34 | 91.84 | 93.79 | 93.69 | 93.86 | 91.44 | 92.21 | 93.35 | 92.18 | 92.68 | 93.12 | 94.74 | 94.21 | 94.74 | 93.26 | 75.60 | 92.05 |
| 110 | 372 | 24 | 0.10 | 64 | 0.00100 | 36 | 1.000000e-08 | 0.000000e+00 | 91.68 | 90.27 | 92.52 | 91.79 | 94.04 | 90.35 | 92.51 | 93.58 | 91.58 | 92.61 | 90.06 | 91.06 | 93.35 | 91.86 | 91.24 | 92.29 | 91.31 | 92.27 | 92.75 | 91.35 | 93.08 | 92.47 | 94.14 | 93.27 | 92.86 | 89.91 |
| 111 | 372 | 24 | 0.10 | 64 | 0.00100 | 36 | 1.000000e-08 | 1.000000e-08 | 90.21 | 90.22 | 93.45 | 93.99 | 94.49 | 91.31 | 90.38 | 92.77 | 92.26 | 92.71 | 93.13 | 91.31 | 94.13 | 90.74 | 91.58 | 92.13 | 93.22 | 89.85 | 91.90 | 93.03 | 94.30 | 94.23 | 94.18 | 93.06 | 92.89 | 91.20 |
| 128 | 372 | 24 | 0.10 | 32 | 0.00100 | 48 | 0.000000e+00 | 0.000000e+00 | 74.48 | 59.74 | 73.94 | 73.95 | 59.51 | 75.21 | 74.81 | 58.79 | 90.59 | 57.89 | 75.22 | 76.79 | 74.93 | 59.48 | 75.23 | 75.86 | 76.08 | 75.20 | 75.55 | 77.24 | 57.38 | 56.98 | 56.15 | 56.81 | 58.15 | 56.71 |
| 129 | 372 | 24 | 0.10 | 32 | 0.00100 | 48 | 0.000000e+00 | 1.000000e-08 | 74.92 | 75.28 | 75.27 | 75.83 | 74.91 | 75.97 | 75.00 | 58.53 | 75.31 | 75.43 | 76.25 | 57.20 | 74.47 | 76.21 | 58.52 | 74.51 | 58.06 | 74.53 | 76.70 | 76.94 | 57.03 | 55.86 | 75.85 | 57.25 | 57.09 | 56.65 |
| 130 | 372 | 24 | 0.10 | 32 | 0.00100 | 48 | 1.000000e-08 | 0.000000e+00 | 74.72 | 57.89 | 58.56 | 57.76 | 58.51 | 75.81 | 74.02 | 58.11 | 58.30 | 75.18 | 76.07 | 75.41 | 90.01 | 69.90 | 59.29 | 75.60 | 75.53 | 74.64 | 76.52 | 76.49 | 57.50 | 57.76 | 75.19 | 56.93 | 57.33 | 57.27 |
| 131 | 372 | 24 | 0.10 | 32 | 0.00100 | 48 | 1.000000e-08 | 1.000000e-08 | 69.03 | 75.40 | 74.98 | 74.24 | 74.23 | 76.29 | 75.57 | 74.65 | 68.42 | 75.69 | 76.82 | 57.77 | 75.47 | 73.85 | 59.57 | 87.09 | 75.50 | 74.27 | 76.57 | 76.65 | 76.36 | 56.21 | 76.59 | 56.76 | 76.52 | 91.78 |
| 148 | 372 | 24 | 0.10 | 48 | 0.00100 | 48 | 0.000000e+00 | 0.000000e+00 | 75.38 | 74.37 | 75.90 | 74.70 | 75.34 | 76.77 | 75.31 | 75.44 | 76.10 | 57.38 | 76.36 | 76.15 | 75.33 | 74.51 | 58.19 | 76.10 | 75.03 | 75.60 | 76.76 | 90.87 | 76.25 | 56.32 | 76.56 | 56.58 | 56.27 | 56.62 |
| 149 | 372 | 24 | 0.10 | 48 | 0.00100 | 48 | 0.000000e+00 | 1.000000e-08 | 74.33 | 59.29 | 68.27 | 58.88 | 73.72 | 75.52 | 74.92 | 58.20 | 75.17 | 75.28 | 75.71 | 69.67 | 75.65 | 75.66 | 74.39 | 90.28 | 74.69 | 75.15 | 70.58 | 76.65 | 57.83 | 56.91 | 74.83 | 56.73 | 56.31 | 57.95 |
| 150 | 372 | 24 | 0.10 | 48 | 0.00100 | 48 | 1.000000e-08 | 0.000000e+00 | 74.45 | 75.41 | 69.89 | 74.40 | 74.91 | 75.37 | 75.82 | 58.15 | 75.14 | 75.75 | 76.50 | 56.86 | 75.91 | 57.48 | 73.87 | 75.79 | 75.77 | 76.22 | 76.08 | 76.64 | 56.92 | 57.16 | 75.79 | 56.46 | 75.90 | 56.09 |
| 151 | 372 | 24 | 0.10 | 48 | 0.00100 | 48 | 1.000000e-08 | 1.000000e-08 | 75.45 | 75.52 | 74.65 | 75.05 | 75.49 | 76.48 | 74.99 | 57.48 | 75.55 | 74.67 | 75.42 | 56.71 | 75.37 | 76.32 | 75.18 | 76.59 | 74.46 | 75.50 | 76.96 | 77.16 | 56.69 | 56.11 | 76.07 | 56.35 | 55.93 | 56.89 |
| 168 | 372 | 24 | 0.10 | 64 | 0.00100 | 48 | 0.000000e+00 | 0.000000e+00 | 74.90 | 74.13 | 75.08 | 58.88 | 74.29 | 75.24 | 75.61 | 75.04 | 74.43 | 57.91 | 76.54 | 56.53 | 76.07 | 58.54 | 58.38 | 75.11 | 57.22 | 68.51 | 75.68 | 75.36 | 56.69 | 56.07 | 76.67 | 56.56 | 56.84 | 56.78 |
| 169 | 372 | 24 | 0.10 | 64 | 0.00100 | 48 | 0.000000e+00 | 1.000000e-08 | 74.53 | 75.17 | 90.40 | 75.09 | 74.64 | 76.25 | 75.48 | 58.58 | 75.63 | 56.97 | 57.04 | 57.38 | 76.50 | 75.67 | 75.70 | 75.95 | 58.31 | 75.87 | 76.28 | 76.09 | 56.60 | 56.04 | 76.29 | 56.69 | 56.70 | 55.99 |
| 170 | 372 | 24 | 0.10 | 64 | 0.00100 | 48 | 1.000000e-08 | 0.000000e+00 | 75.66 | 57.79 | 74.83 | 74.57 | 58.00 | 76.57 | 75.48 | 59.52 | 57.57 | 75.03 | 76.01 | 56.82 | 75.61 | 75.65 | 58.66 | 75.47 | 75.23 | 75.87 | 70.09 | 75.84 | 56.93 | 56.58 | 76.11 | 57.16 | 56.22 | 56.51 |
| 171 | 372 | 24 | 0.10 | 64 | 0.00100 | 48 | 1.000000e-08 | 1.000000e-08 | 75.47 | 74.34 | 74.93 | 59.25 | 74.64 | 75.53 | 49.17 | 57.10 | 75.53 | 58.08 | 75.38 | 57.95 | 68.94 | 74.97 | 58.16 | 74.74 | 74.93 | 75.42 | 76.51 | 76.59 | 56.92 | 56.73 | 75.44 | 56.84 | 57.72 | 56.08 |
| 188 | 372 | 24 | 0.10 | 32 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 93.28 | 91.44 | 94.44 | 92.23 | 92.14 | 92.47 | 91.34 | 92.67 | 93.23 | 92.34 | 92.32 | 93.10 | 93.01 | 94.19 | 92.04 | 93.22 | 92.89 | 92.55 | 91.98 | 91.06 | 91.04 | 92.83 | 92.71 | 90.13 | 93.39 | 92.83 |
| 189 | 372 | 24 | 0.10 | 32 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 92.17 | 94.83 | 91.10 | 91.92 | 90.95 | 92.72 | 92.52 | 92.74 | 93.39 | 92.94 | 90.55 | 92.87 | 94.80 | 94.39 | 92.26 | 93.75 | 91.18 | 93.91 | 92.97 | 92.02 | 93.88 | 92.20 | 92.80 | 93.46 | 92.61 | 93.52 |
| 190 | 372 | 24 | 0.10 | 32 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 92.41 | 91.53 | 89.69 | 94.04 | 91.81 | 90.82 | 91.96 | 91.57 | 92.55 | 91.55 | 92.12 | 90.59 | 91.47 | 93.44 | 91.25 | 91.64 | 93.68 | 93.53 | 93.64 | 92.22 | 93.09 | 93.05 | 92.04 | 92.43 | 91.87 | 85.10 |
| 191 | 372 | 24 | 0.10 | 32 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 91.64 | 92.45 | 91.42 | 92.70 | 94.34 | 91.79 | 91.65 | 92.47 | 92.55 | 93.65 | 94.43 | 92.93 | 94.16 | 93.88 | 93.10 | 93.08 | 92.97 | 92.80 | 92.93 | 92.27 | 94.90 | 91.47 | 94.14 | 93.02 | 92.73 | 91.79 |
| 208 | 372 | 24 | 0.10 | 48 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 90.26 | 89.74 | 91.27 | 91.16 | 91.61 | 90.47 | 90.68 | 91.30 | 92.80 | 91.05 | 92.67 | 90.43 | 91.06 | 92.57 | 92.50 | 91.65 | 92.50 | 93.45 | 91.44 | 91.40 | 89.43 | 93.56 | 93.18 | 90.96 | 92.37 | 90.83 |
| 209 | 372 | 24 | 0.10 | 48 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 92.91 | 89.84 | 91.01 | 88.86 | 93.21 | 92.50 | 92.50 | 94.87 | 93.08 | 92.36 | 92.90 | 91.72 | 94.97 | 93.65 | 92.57 | 92.87 | 92.84 | 92.39 | 94.89 | 92.14 | 94.44 | 75.94 | 92.62 | 93.03 | 92.38 | 93.20 |
| 210 | 372 | 24 | 0.10 | 48 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 92.83 | 89.56 | 92.82 | 92.39 | 91.31 | 91.24 | 91.40 | 92.14 | 92.91 | 91.26 | 92.49 | 91.60 | 92.01 | 92.51 | 91.76 | 92.56 | 91.90 | 94.52 | 93.03 | 93.08 | 94.65 | 92.59 | 91.40 | 92.63 | 90.93 | 93.35 |
| 211 | 372 | 24 | 0.10 | 48 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 91.88 | 91.72 | 92.57 | 89.38 | 89.77 | 90.26 | 92.33 | 91.60 | 92.35 | 90.81 | 93.26 | 92.19 | 89.52 | 92.55 | 92.60 | 93.09 | 91.88 | 93.84 | 94.21 | 91.63 | 90.18 | 91.63 | 92.00 | 92.76 | 91.86 | 92.32 |
| 228 | 372 | 24 | 0.10 | 64 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 93.79 | 92.13 | 88.90 | 91.80 | 92.80 | 91.69 | 90.23 | 89.78 | 92.63 | 93.03 | 93.60 | 91.21 | 93.38 | 92.56 | 93.08 | 90.93 | 89.97 | 93.05 | 91.09 | 92.06 | 93.42 | 92.68 | 92.67 | 90.70 | 92.39 | 92.49 |
| 229 | 372 | 24 | 0.10 | 64 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 90.85 | 91.91 | 89.97 | 92.58 | 91.12 | 91.44 | 92.70 | 92.21 | 91.99 | 90.57 | 91.92 | 91.90 | 91.58 | 93.03 | 91.56 | 92.16 | 92.34 | 92.13 | 89.31 | 94.41 | 92.05 | 89.64 | 93.66 | 84.74 | 92.04 | 82.87 |
| 230 | 372 | 24 | 0.10 | 64 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 91.88 | 92.49 | 90.39 | 91.40 | 89.51 | 91.85 | 90.88 | 91.42 | 92.17 | 92.28 | 92.28 | 92.95 | 91.32 | 90.24 | 92.78 | 91.65 | 94.99 | 92.87 | 92.41 | 92.75 | 92.53 | 93.46 | 92.60 | 93.23 | 91.65 | 90.99 |
| 231 | 372 | 24 | 0.10 | 64 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 92.14 | 93.84 | 92.40 | 94.06 | 92.33 | 91.27 | 92.21 | 90.82 | 92.70 | 91.76 | 92.93 | 91.70 | 93.47 | 92.16 | 91.75 | 93.42 | 91.17 | 93.41 | 91.92 | 93.41 | 93.10 | 93.18 | 89.91 | 92.87 | 89.20 | 93.81 |
| 248 | 372 | 24 | 0.10 | 32 | 0.00001 | 36 | 0.000000e+00 | 0.000000e+00 | 91.36 | 92.75 | 92.53 | 93.02 | 93.87 | 92.18 | 92.12 | 92.28 | 94.53 | 91.58 | 91.02 | 92.53 | 91.12 | 88.96 | 92.66 | 91.88 | 93.27 | 91.13 | 93.29 | 91.79 | 93.18 | 94.74 | 94.01 | 90.61 | 93.63 | 92.83 |
| 249 | 372 | 24 | 0.10 | 32 | 0.00001 | 36 | 0.000000e+00 | 1.000000e-08 | 92.29 | 92.50 | 92.33 | 92.64 | 93.56 | 91.49 | 93.02 | 93.51 | 91.33 | 90.37 | 92.81 | 92.53 | 92.12 | 91.87 | 91.58 | 92.08 | 93.65 | 92.21 | 92.28 | 94.13 | 93.89 | 79.53 | 92.19 | 92.56 | 93.03 | 90.62 |
| 250 | 372 | 24 | 0.10 | 32 | 0.00001 | 36 | 1.000000e-08 | 0.000000e+00 | 92.25 | 93.62 | 92.91 | 92.31 | 93.43 | 93.52 | 93.22 | 92.62 | 91.50 | 92.48 | 93.44 | 92.89 | 93.20 | 92.99 | 91.22 | 93.40 | 93.50 | 91.91 | 92.26 | 92.90 | 93.81 | 92.98 | 94.46 | 89.86 | 93.12 | 92.61 |
| 251 | 372 | 24 | 0.10 | 32 | 0.00001 | 36 | 1.000000e-08 | 1.000000e-08 | 92.98 | 91.78 | 93.09 | 91.90 | 92.73 | 91.39 | 93.12 | 90.89 | 93.45 | 92.57 | 92.97 | 93.55 | 93.27 | 92.36 | 92.74 | 92.64 | 93.15 | 92.53 | 93.21 | 93.14 | 93.21 | 93.98 | 94.71 | 92.74 | 91.37 | 93.62 |
| 268 | 372 | 24 | 0.10 | 48 | 0.00001 | 36 | 0.000000e+00 | 0.000000e+00 | 92.31 | 90.66 | 93.41 | 89.97 | 90.79 | 92.05 | 92.30 | 90.23 | 94.05 | 92.80 | 91.79 | 91.48 | 94.18 | 92.70 | 91.72 | 92.81 | 92.99 | 92.60 | 93.22 | 91.69 | 94.75 | 93.54 | 93.53 | 93.55 | 92.60 | 86.98 |
| 269 | 372 | 24 | 0.10 | 48 | 0.00001 | 36 | 0.000000e+00 | 1.000000e-08 | 92.02 | 91.19 | 90.63 | 92.36 | 93.65 | 92.25 | 92.02 | 91.92 | 94.08 | 92.63 | 92.22 | 90.38 | 93.73 | 91.46 | 92.08 | 92.16 | 91.05 | 92.28 | 90.78 | 95.07 | 93.10 | 76.12 | 93.35 | 93.60 | 92.86 | 92.59 |
| 270 | 372 | 24 | 0.10 | 48 | 0.00001 | 36 | 1.000000e-08 | 0.000000e+00 | 91.48 | 90.87 | 93.24 | 92.25 | 94.40 | 91.28 | 91.80 | 92.35 | 92.54 | 92.64 | 92.13 | 92.76 | 91.21 | 94.18 | 90.94 | 92.85 | 93.38 | 93.49 | 92.30 | 92.79 | 92.32 | 91.66 | 94.12 | 92.20 | 92.89 | 92.01 |
| 271 | 372 | 24 | 0.10 | 48 | 0.00001 | 36 | 1.000000e-08 | 1.000000e-08 | 92.72 | 92.27 | 93.40 | 94.47 | 92.15 | 92.25 | 92.94 | 91.92 | 94.16 | 93.12 | 93.24 | 94.00 | 92.04 | 90.60 | 94.37 | 93.88 | 92.48 | 93.90 | 94.02 | 93.53 | 92.98 | 93.95 | 92.08 | 91.87 | 77.16 | 74.80 |
| 288 | 372 | 24 | 0.10 | 64 | 0.00001 | 36 | 0.000000e+00 | 0.000000e+00 | 90.38 | 90.02 | 92.38 | 90.57 | 90.78 | 92.64 | 91.81 | 85.01 | 92.42 | 89.81 | 91.88 | 92.56 | 93.09 | 92.90 | 90.94 | 93.47 | 89.85 | 93.01 | 92.35 | 93.94 | 92.07 | 92.91 | 91.70 | 94.20 | 93.31 | 90.05 |
| 289 | 372 | 24 | 0.10 | 64 | 0.00001 | 36 | 0.000000e+00 | 1.000000e-08 | 93.58 | 92.83 | 93.91 | 91.74 | 93.45 | 92.07 | 89.47 | 91.30 | 93.04 | 91.58 | 91.03 | 91.00 | 92.44 | 91.49 | 91.72 | 91.90 | 89.92 | 91.64 | 93.45 | 91.47 | 92.67 | 75.68 | 93.44 | 93.62 | 92.00 | 92.68 |
| 290 | 372 | 24 | 0.10 | 64 | 0.00001 | 36 | 1.000000e-08 | 0.000000e+00 | 93.46 | 90.16 | 90.86 | 89.82 | 91.33 | 88.13 | 90.08 | 91.32 | 91.93 | 92.39 | 92.78 | 92.47 | 92.82 | 92.30 | 92.02 | 91.86 | 93.24 | 90.97 | 91.67 | 92.56 | 93.83 | 84.39 | 93.37 | 93.01 | 93.65 | 90.99 |
| 291 | 372 | 24 | 0.10 | 64 | 0.00001 | 36 | 1.000000e-08 | 1.000000e-08 | 91.62 | 90.95 | 93.81 | 90.30 | 90.37 | 92.33 | 94.30 | 91.48 | 91.58 | 92.28 | 91.41 | 91.74 | 93.58 | 93.20 | 72.87 | 91.58 | 92.16 | 94.43 | 91.16 | 93.68 | 93.00 | 93.84 | 94.16 | 93.47 | 93.11 | 92.45 |
| 308 | 372 | 24 | 0.10 | 32 | 0.00001 | 48 | 0.000000e+00 | 0.000000e+00 | 68.93 | 75.15 | 74.41 | 57.68 | 75.45 | 75.97 | 74.79 | 57.11 | 76.41 | 75.58 | 76.26 | 68.93 | 75.60 | 57.95 | 58.88 | 75.56 | 75.53 | 75.44 | 76.35 | 56.31 | 56.26 | 56.06 | 76.75 | 57.33 | 56.88 | 56.18 |
| 309 | 372 | 24 | 0.10 | 32 | 0.00001 | 48 | 0.000000e+00 | 1.000000e-08 | 75.40 | 58.31 | 75.80 | 58.05 | 74.32 | 68.76 | 75.53 | 58.40 | 75.47 | 75.45 | 75.71 | 76.41 | 75.40 | 76.65 | 58.95 | 74.89 | 57.40 | 74.76 | 76.11 | 76.11 | 76.50 | 56.98 | 76.80 | 57.06 | 56.60 | 56.14 |
| 310 | 372 | 24 | 0.10 | 32 | 0.00001 | 48 | 1.000000e-08 | 0.000000e+00 | 75.85 | 59.12 | 74.88 | 75.28 | 74.84 | 75.82 | 75.38 | 74.99 | 75.66 | 75.21 | 76.71 | 76.49 | 74.85 | 76.00 | 57.95 | 74.98 | 57.61 | 75.24 | 76.66 | 76.46 | 56.56 | 57.19 | 75.19 | 56.25 | 57.21 | 55.77 |
| 311 | 372 | 24 | 0.10 | 32 | 0.00001 | 48 | 1.000000e-08 | 1.000000e-08 | 75.13 | 75.28 | 74.94 | 58.49 | 74.25 | 76.58 | 74.50 | 58.25 | 75.27 | 75.62 | 75.88 | 57.68 | 75.89 | 74.29 | 59.04 | 75.15 | 74.00 | 75.06 | 75.54 | 76.56 | 56.38 | 56.48 | 50.13 | 57.27 | 57.70 | 57.72 |
| 328 | 372 | 24 | 0.10 | 48 | 0.00001 | 48 | 0.000000e+00 | 0.000000e+00 | 88.00 | 75.77 | 74.68 | 58.54 | 75.40 | 76.01 | 74.88 | 57.75 | 57.49 | 75.60 | 75.83 | 77.01 | 75.27 | 74.20 | 57.73 | 75.96 | 57.87 | 75.17 | 69.98 | 76.60 | 56.16 | 56.40 | 76.54 | 55.89 | 56.67 | 56.65 |
| 329 | 372 | 24 | 0.10 | 48 | 0.00001 | 48 | 0.000000e+00 | 1.000000e-08 | 75.07 | 57.28 | 75.30 | 57.41 | 75.39 | 56.24 | 74.75 | 57.72 | 76.16 | 75.59 | 75.40 | 55.50 | 75.32 | 76.08 | 57.30 | 75.34 | 75.89 | 87.74 | 75.97 | 77.29 | 56.44 | 56.29 | 76.30 | 56.42 | 56.47 | 56.29 |
| 330 | 372 | 24 | 0.10 | 48 | 0.00001 | 48 | 1.000000e-08 | 0.000000e+00 | 69.46 | 59.50 | 58.08 | 59.25 | 74.60 | 75.90 | 74.68 | 75.24 | 69.40 | 75.33 | 69.50 | 57.82 | 75.92 | 73.44 | 58.29 | 74.93 | 59.13 | 90.11 | 69.71 | 76.02 | 56.58 | 57.03 | 56.58 | 57.72 | 57.70 | 57.15 |
| 331 | 372 | 24 | 0.10 | 48 | 0.00001 | 48 | 1.000000e-08 | 1.000000e-08 | 74.48 | 75.83 | 74.96 | 74.84 | 74.69 | 76.17 | 74.07 | 75.07 | 75.01 | 75.69 | 76.46 | 76.28 | 69.65 | 76.40 | 75.51 | 76.39 | 76.51 | 76.35 | 75.88 | 76.02 | 56.92 | 56.60 | 76.05 | 56.98 | 76.30 | 55.20 |
| 348 | 372 | 24 | 0.10 | 64 | 0.00001 | 48 | 0.000000e+00 | 0.000000e+00 | 75.24 | 58.63 | 75.12 | 58.36 | 74.86 | 75.33 | 74.92 | 74.98 | 68.62 | 75.67 | 75.91 | 57.04 | 91.81 | 69.48 | 58.31 | 75.23 | 58.53 | 75.35 | 57.45 | 57.23 | 56.76 | 57.23 | 57.05 | 56.89 | 76.35 | 55.61 |
| 349 | 372 | 24 | 0.10 | 64 | 0.00001 | 48 | 0.000000e+00 | 1.000000e-08 | 74.23 | 75.03 | 74.23 | 74.68 | 74.35 | 76.45 | 73.59 | 57.70 | 75.62 | 74.91 | 57.58 | 57.45 | 75.04 | 74.34 | 57.64 | 74.78 | 75.33 | 91.67 | 75.91 | 55.75 | 56.76 | 56.77 | 75.49 | 55.92 | 56.84 | 58.61 |
| 350 | 372 | 24 | 0.10 | 64 | 0.00001 | 48 | 1.000000e-08 | 0.000000e+00 | 75.32 | 74.43 | 74.44 | 75.28 | 75.67 | 75.85 | 75.85 | 58.49 | 91.40 | 74.96 | 75.91 | 56.91 | 75.44 | 74.76 | 58.34 | 75.52 | 69.29 | 75.22 | 76.52 | 56.98 | 75.02 | 57.09 | 75.93 | 57.45 | 76.34 | 56.11 |
| 351 | 372 | 24 | 0.10 | 64 | 0.00001 | 48 | 1.000000e-08 | 1.000000e-08 | 74.84 | 58.29 | 74.44 | 74.17 | 75.60 | 75.63 | 75.27 | 57.90 | 75.26 | 74.46 | 76.36 | 70.37 | 75.58 | 75.17 | 74.98 | 75.12 | 76.49 | 75.35 | 75.52 | 56.73 | 56.51 | 57.75 | 76.01 | 56.73 | 56.39 | 75.85 |
| 368 | 372 | 24 | 0.01 | 32 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 90.83 | 93.37 | 93.21 | 91.63 | 91.23 | 90.11 | 89.94 | 90.82 | 88.77 | 91.15 | 90.99 | 89.94 | 92.36 | 91.47 | 90.98 | 90.29 | 90.56 | 91.03 | 91.67 | 90.12 | 92.67 | 92.41 | 93.58 | 91.59 | 93.95 | 89.91 |
| 369 | 372 | 24 | 0.01 | 32 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 90.01 | 90.98 | 91.70 | 90.62 | 91.59 | 89.05 | 91.40 | 92.54 | 90.10 | 91.76 | 92.52 | 89.69 | 89.43 | 90.58 | 90.88 | 89.83 | 91.84 | 91.02 | 90.08 | 90.19 | 92.07 | 90.61 | 92.03 | 89.98 | 91.26 | 90.46 |
| 370 | 372 | 24 | 0.01 | 32 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 92.85 | 92.44 | 90.40 | 92.92 | 90.20 | 89.08 | 90.93 | 93.35 | 90.37 | 91.03 | 90.88 | 89.53 | 91.33 | 92.05 | 90.87 | 91.15 | 90.98 | 90.24 | 92.49 | 91.19 | 94.07 | 93.41 | 93.01 | 89.61 | 90.26 | 89.99 |
| 371 | 372 | 24 | 0.01 | 32 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 90.50 | 91.07 | 91.15 | 89.85 | 91.66 | 90.57 | 88.39 | 90.06 | 92.24 | 89.55 | 91.79 | 88.21 | 89.36 | 91.39 | 91.69 | 91.75 | 91.63 | 93.03 | 92.48 | 91.57 | 92.11 | 89.11 | 92.41 | 90.70 | 89.92 | 90.64 |
| 388 | 372 | 24 | 0.01 | 48 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 90.89 | 93.87 | 92.51 | 91.44 | 91.76 | 90.00 | 93.03 | 92.42 | 90.51 | 91.94 | 91.65 | 92.09 | 91.77 | 93.13 | 92.65 | 93.11 | 91.52 | 92.65 | 93.88 | 90.92 | 92.36 | 93.25 | 93.95 | 92.39 | 92.60 | 91.55 |
| 389 | 372 | 24 | 0.01 | 48 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 93.00 | 91.93 | 91.91 | 91.36 | 93.89 | 92.47 | 90.53 | 91.28 | 91.45 | 91.67 | 93.24 | 89.37 | 90.08 | 91.32 | 91.32 | 92.53 | 91.20 | 92.08 | 92.56 | 92.21 | 92.11 | 90.49 | 93.25 | 91.46 | 92.38 | 90.40 |
| 390 | 372 | 24 | 0.01 | 48 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 92.54 | 93.57 | 93.01 | 91.57 | 92.33 | 90.46 | 92.27 | 91.92 | 91.22 | 90.99 | 92.12 | 90.43 | 92.15 | 91.70 | 91.38 | 92.29 | 94.34 | 92.33 | 93.14 | 92.61 | 93.14 | 92.68 | 93.11 | 92.95 | 92.03 | 89.00 |
| 391 | 372 | 24 | 0.01 | 48 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 93.26 | 91.16 | 92.77 | 91.46 | 92.01 | 90.44 | 90.98 | 92.43 | 92.87 | 95.37 | 92.38 | 91.08 | 91.86 | 93.07 | 92.54 | 92.38 | 91.10 | 93.15 | 92.61 | 91.38 | 93.91 | 93.20 | 93.06 | 91.44 | 93.78 | 91.79 |
| 408 | 372 | 24 | 0.01 | 64 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 92.07 | 94.88 | 93.48 | 91.53 | 92.45 | 93.17 | 90.13 | 93.24 | 91.17 | 93.52 | 92.97 | 92.31 | 91.92 | 94.08 | 90.18 | 93.24 | 93.59 | 90.99 | 93.07 | 91.54 | 93.54 | 92.22 | 93.28 | 92.48 | 93.03 | 93.06 |
| 409 | 372 | 24 | 0.01 | 64 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 92.99 | 93.33 | 92.68 | 91.94 | 93.27 | 91.94 | 90.34 | 91.30 | 91.43 | 90.41 | 93.37 | 91.49 | 93.45 | 92.05 | 94.67 | 91.56 | 92.12 | 92.05 | 93.47 | 92.67 | 94.24 | 93.06 | 93.19 | 93.98 | 93.37 | 91.97 |
| 410 | 372 | 24 | 0.01 | 64 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 92.94 | 91.10 | 91.24 | 90.89 | 93.79 | 89.91 | 92.70 | 91.68 | 91.79 | 91.86 | 92.35 | 92.90 | 91.06 | 92.67 | 92.45 | 91.98 | 93.02 | 92.27 | 91.25 | 91.80 | 92.60 | 89.83 | 93.77 | 91.22 | 91.74 | 92.38 |
| 411 | 372 | 24 | 0.01 | 64 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 91.72 | 91.99 | 92.92 | 91.03 | 90.51 | 91.32 | 91.49 | 90.13 | 92.73 | 92.32 | 92.83 | 91.06 | 91.68 | 91.66 | 90.54 | 92.49 | 92.38 | 92.46 | 93.14 | 91.29 | 92.05 | 92.23 | 93.17 | 92.71 | 89.91 | 91.68 |
| 428 | 372 | 24 | 0.01 | 32 | 0.00100 | 36 | 0.000000e+00 | 0.000000e+00 | 90.66 | 91.06 | 92.29 | 89.81 | 90.60 | 91.99 | 91.38 | 91.66 | 90.86 | 91.53 | 90.92 | 90.07 | 91.42 | 92.20 | 92.04 | 90.62 | 92.42 | 90.74 | 92.23 | 91.95 | 90.65 | 92.24 | 91.68 | 92.05 | 91.14 | 90.11 |
| 429 | 372 | 24 | 0.01 | 32 | 0.00100 | 36 | 0.000000e+00 | 1.000000e-08 | 90.95 | 90.87 | 91.63 | 90.81 | 91.02 | 89.93 | 92.35 | 92.60 | 91.21 | 88.52 | 91.81 | 91.20 | 93.12 | 92.97 | 91.71 | 92.19 | 93.48 | 90.43 | 93.80 | 91.66 | 92.18 | 93.44 | 92.07 | 93.14 | 92.02 | 89.95 |
| 430 | 372 | 24 | 0.01 | 32 | 0.00100 | 36 | 1.000000e-08 | 0.000000e+00 | 91.72 | 92.89 | 93.36 | 91.45 | 92.76 | 90.41 | 92.45 | 91.52 | 90.07 | 91.35 | 91.04 | 91.62 | 93.32 | 94.51 | 91.17 | 93.42 | 92.73 | 91.14 | 92.52 | 93.03 | 94.17 | 91.61 | 92.11 | 92.77 | 90.13 | 91.02 |
| 431 | 372 | 24 | 0.01 | 32 | 0.00100 | 36 | 1.000000e-08 | 1.000000e-08 | 92.01 | 91.50 | 89.60 | 91.66 | 91.10 | 90.89 | 90.91 | 91.50 | 91.81 | 89.87 | 92.98 | 90.16 | 90.25 | 92.58 | 92.29 | 92.45 | 91.75 | 91.67 | 91.20 | 89.78 | 91.52 | 91.38 | 93.41 | 91.07 | 93.28 | 92.15 |
| 448 | 372 | 24 | 0.01 | 48 | 0.00100 | 36 | 0.000000e+00 | 0.000000e+00 | 93.64 | 92.13 | 94.18 | 89.82 | 94.28 | 90.70 | 91.85 | 91.54 | 91.93 | 90.51 | 93.03 | 90.16 | 92.23 | 93.14 | 91.57 | 90.54 | 92.64 | 91.27 | 91.54 | 91.56 | 91.97 | 92.97 | 92.53 | 93.45 | 92.50 | 91.67 |
| 449 | 372 | 24 | 0.01 | 48 | 0.00100 | 36 | 0.000000e+00 | 1.000000e-08 | 91.31 | 92.88 | 89.98 | 91.77 | 92.22 | 93.27 | 93.43 | 92.53 | 92.34 | 93.87 | 92.12 | 90.49 | 92.50 | 91.06 | 92.19 | 92.48 | 92.27 | 92.20 | 91.57 | 90.21 | 92.44 | 92.94 | 91.21 | 89.84 | 92.27 | 92.09 |
| 450 | 372 | 24 | 0.01 | 48 | 0.00100 | 36 | 1.000000e-08 | 0.000000e+00 | 91.52 | 94.22 | 92.13 | 91.80 | 92.36 | 90.77 | 92.37 | 91.74 | 89.04 | 90.02 | 92.48 | 93.11 | 92.33 | 92.32 | 91.52 | 92.39 | 90.92 | 90.60 | 93.60 | 90.72 | 93.75 | 92.12 | 93.26 | 93.32 | 91.52 | 90.79 |
| 451 | 372 | 24 | 0.01 | 48 | 0.00100 | 36 | 1.000000e-08 | 1.000000e-08 | 92.74 | 92.24 | 93.13 | 92.84 | 92.84 | 91.81 | 92.91 | 91.36 | 91.56 | 93.14 | 91.53 | 91.27 | 91.73 | 91.53 | 90.64 | 91.98 | 93.23 | 91.97 | 91.92 | 91.78 | 92.30 | 93.33 | 92.73 | 92.75 | 93.55 | 91.99 |
| 468 | 372 | 24 | 0.01 | 64 | 0.00100 | 36 | 0.000000e+00 | 0.000000e+00 | 91.21 | 92.51 | 94.13 | 91.68 | 92.54 | 90.30 | 91.93 | 91.53 | 90.43 | 93.87 | 93.36 | 91.42 | 92.47 | 92.16 | 92.70 | 93.08 | 92.15 | 94.24 | 93.18 | 92.67 | 75.16 | 92.46 | 93.47 | 92.31 | 94.05 | 90.64 |
| 469 | 372 | 24 | 0.01 | 64 | 0.00100 | 36 | 0.000000e+00 | 1.000000e-08 | 91.42 | 92.16 | 93.00 | 92.96 | 94.02 | 91.03 | 92.48 | 91.37 | 93.31 | 92.52 | 91.90 | 91.89 | 91.41 | 93.16 | 92.13 | 89.93 | 90.71 | 92.16 | 92.74 | 93.83 | 92.72 | 93.87 | 93.72 | 78.12 | 94.06 | 90.63 |
| 470 | 372 | 24 | 0.01 | 64 | 0.00100 | 36 | 1.000000e-08 | 0.000000e+00 | 91.59 | 92.46 | 92.98 | 90.19 | 94.04 | 93.81 | 91.84 | 93.84 | 93.04 | 90.10 | 93.42 | 91.56 | 92.58 | 93.18 | 92.88 | 92.80 | 91.60 | 93.39 | 93.07 | 94.01 | 94.24 | 93.36 | 91.83 | 91.45 | 93.85 | 94.45 |
| 471 | 372 | 24 | 0.01 | 64 | 0.00100 | 36 | 1.000000e-08 | 1.000000e-08 | 93.34 | 92.51 | 95.01 | 93.81 | 94.02 | 92.33 | 91.79 | 91.25 | 92.66 | 91.94 | 91.54 | 90.99 | 93.90 | 91.73 | 90.29 | 91.97 | 92.85 | 93.61 | 91.51 | 93.58 | 72.72 | 92.69 | 92.88 | 93.67 | 93.84 | 91.43 |
| 488 | 372 | 24 | 0.01 | 32 | 0.00100 | 48 | 0.000000e+00 | 0.000000e+00 | 70.66 | 58.30 | 58.49 | 58.45 | 58.05 | 75.96 | 67.42 | 58.09 | 74.84 | 56.70 | 69.62 | 70.32 | 69.77 | 68.91 | 57.85 | 76.10 | 68.54 | 69.43 | 76.65 | 76.66 | 56.81 | 56.44 | 56.86 | 55.81 | 55.95 | 56.23 |
| 489 | 372 | 24 | 0.01 | 32 | 0.00100 | 48 | 0.000000e+00 | 1.000000e-08 | 69.24 | 69.65 | 58.23 | 58.51 | 59.27 | 57.32 | 75.22 | 57.85 | 58.51 | 68.00 | 76.25 | 68.53 | 74.97 | 58.12 | 58.38 | 68.74 | 75.12 | 75.27 | 57.17 | 56.80 | 57.18 | 56.05 | 76.67 | 57.97 | 57.47 | 55.57 |
| 490 | 372 | 24 | 0.01 | 32 | 0.00100 | 48 | 1.000000e-08 | 0.000000e+00 | 58.66 | 69.71 | 59.04 | 58.46 | 57.61 | 68.68 | 68.37 | 57.52 | 58.05 | 69.40 | 75.63 | 57.91 | 69.72 | 57.54 | 57.97 | 56.52 | 57.32 | 74.42 | 70.20 | 54.90 | 56.84 | 56.43 | 76.58 | 75.97 | 55.80 | 57.09 |
| 491 | 372 | 24 | 0.01 | 32 | 0.00100 | 48 | 1.000000e-08 | 1.000000e-08 | 68.99 | 59.22 | 59.25 | 58.86 | 69.12 | 57.57 | 74.43 | 57.65 | 74.44 | 58.80 | 75.63 | 69.65 | 74.73 | 49.23 | 58.61 | 75.18 | 58.11 | 57.36 | 75.84 | 75.11 | 46.46 | 47.91 | 44.56 | 58.21 | 57.09 | 58.49 |
| 508 | 372 | 24 | 0.01 | 48 | 0.00100 | 48 | 0.000000e+00 | 0.000000e+00 | 60.60 | 59.06 | 58.71 | 58.40 | 68.33 | 58.00 | 74.60 | 58.45 | 68.00 | 58.97 | 57.75 | 68.90 | 74.87 | 48.00 | 58.73 | 58.11 | 58.71 | 68.92 | 56.20 | 57.08 | 57.78 | 56.89 | 56.81 | 58.65 | 57.40 | 75.23 |
| 509 | 372 | 24 | 0.01 | 48 | 0.00100 | 48 | 0.000000e+00 | 1.000000e-08 | 60.42 | 59.02 | 58.47 | 58.23 | 59.15 | 76.16 | 68.50 | 58.44 | 58.20 | 57.63 | 75.65 | 69.68 | 74.54 | 69.93 | 58.83 | 75.10 | 57.48 | 57.89 | 75.53 | 57.26 | 57.44 | 57.53 | 76.11 | 58.24 | 45.63 | 75.03 |
| 510 | 372 | 24 | 0.01 | 48 | 0.00100 | 48 | 1.000000e-08 | 0.000000e+00 | 92.23 | 58.66 | 58.43 | 58.36 | 58.66 | 57.50 | 74.29 | 67.90 | 46.68 | 58.30 | 57.52 | 56.79 | 74.98 | 74.07 | 58.06 | 69.74 | 74.83 | 74.61 | 75.10 | 74.85 | 57.45 | 45.50 | 44.36 | 57.04 | 57.35 | 56.71 |
| 511 | 372 | 24 | 0.01 | 48 | 0.00100 | 48 | 1.000000e-08 | 1.000000e-08 | 74.38 | 57.74 | 69.08 | 58.29 | 58.18 | 57.28 | 74.11 | 58.31 | 57.62 | 58.37 | 75.36 | 55.22 | 68.33 | 75.08 | 58.68 | 69.65 | 47.20 | 74.21 | 69.37 | 77.39 | 58.44 | 57.11 | 56.71 | 55.85 | 56.92 | 75.77 |
| 528 | 372 | 24 | 0.01 | 64 | 0.00100 | 48 | 0.000000e+00 | 0.000000e+00 | 74.48 | 59.05 | 59.14 | 58.47 | 69.14 | 75.11 | 68.40 | 57.85 | 56.20 | 57.98 | 57.68 | 76.83 | 46.14 | 58.77 | 57.13 | 69.19 | 58.32 | 68.92 | 57.66 | 69.08 | 58.43 | 44.27 | 76.25 | 56.87 | 57.48 | 55.32 |
| 529 | 372 | 24 | 0.01 | 64 | 0.00100 | 48 | 0.000000e+00 | 1.000000e-08 | 67.54 | 58.64 | 58.19 | 58.48 | 58.65 | 58.53 | 73.65 | 57.71 | 57.99 | 58.84 | 57.60 | 58.77 | 75.31 | 90.83 | 58.45 | 68.53 | 57.55 | 58.15 | 58.25 | 56.75 | 58.31 | 57.23 | 57.75 | 56.70 | 47.24 | 58.14 |
| 530 | 372 | 24 | 0.01 | 64 | 0.00100 | 48 | 1.000000e-08 | 0.000000e+00 | 73.40 | 59.72 | 59.82 | 58.30 | 58.68 | 57.87 | 76.06 | 57.09 | 68.42 | 47.92 | 69.26 | 58.34 | 75.49 | 48.61 | 58.52 | 69.42 | 57.18 | 57.83 | 57.14 | 57.26 | 44.64 | 55.90 | 75.17 | 58.23 | 75.79 | 56.43 |
| 531 | 372 | 24 | 0.01 | 64 | 0.00100 | 48 | 1.000000e-08 | 1.000000e-08 | 74.25 | 58.31 | 58.50 | 57.87 | 68.61 | 58.74 | 74.47 | 58.09 | 75.80 | 66.90 | 58.09 | 57.95 | 74.24 | 46.64 | 58.26 | 76.17 | 59.72 | 59.12 | 57.26 | 56.53 | 57.75 | 46.65 | 76.76 | 57.77 | 58.03 | 58.30 |
| 548 | 372 | 24 | 0.01 | 32 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 91.21 | 91.87 | 91.22 | 90.70 | 91.48 | 91.88 | 90.55 | 91.05 | 88.99 | 92.54 | 92.51 | 89.49 | 91.03 | 90.46 | 91.57 | 90.43 | 92.32 | 92.45 | 90.90 | 90.57 | 92.49 | 92.21 | 93.53 | 91.67 | 92.07 | 90.67 |
| 549 | 372 | 24 | 0.01 | 32 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 92.28 | 90.39 | 90.74 | 88.61 | 90.72 | 90.39 | 91.10 | 93.35 | 89.99 | 90.06 | 92.23 | 90.58 | 89.68 | 91.34 | 92.45 | 90.41 | 93.07 | 94.35 | 92.28 | 89.14 | 91.41 | 90.83 | 93.14 | 89.72 | 89.38 | 90.51 |
| 550 | 372 | 24 | 0.01 | 32 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 91.59 | 91.03 | 93.24 | 91.67 | 90.12 | 90.98 | 91.76 | 91.44 | 91.94 | 91.47 | 91.49 | 91.52 | 91.59 | 92.66 | 93.06 | 89.98 | 93.20 | 92.54 | 93.51 | 89.17 | 92.94 | 91.70 | 91.67 | 92.83 | 93.47 | 89.12 |
| 551 | 372 | 24 | 0.01 | 32 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 89.87 | 92.52 | 90.64 | 91.89 | 92.04 | 90.02 | 91.24 | 91.87 | 92.27 | 91.87 | 91.66 | 89.71 | 90.11 | 90.11 | 91.50 | 91.11 | 93.08 | 91.93 | 92.65 | 91.31 | 92.00 | 91.09 | 92.82 | 90.74 | 90.84 | 89.58 |
| 568 | 372 | 24 | 0.01 | 48 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 91.87 | 91.44 | 91.98 | 90.20 | 91.50 | 90.48 | 92.01 | 90.65 | 92.58 | 93.67 | 91.26 | 90.81 | 93.40 | 90.90 | 91.10 | 90.92 | 89.54 | 91.86 | 92.17 | 88.98 | 93.62 | 93.62 | 92.92 | 92.57 | 90.87 | 89.76 |
| 569 | 372 | 24 | 0.01 | 48 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 89.94 | 91.04 | 92.09 | 92.69 | 91.55 | 90.72 | 91.85 | 92.19 | 87.74 | 89.30 | 91.54 | 91.89 | 90.34 | 90.91 | 90.18 | 92.17 | 92.88 | 90.32 | 92.02 | 91.89 | 92.09 | 91.02 | 91.55 | 92.20 | 90.64 | 89.17 |
| 570 | 372 | 24 | 0.01 | 48 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 90.58 | 90.48 | 91.25 | 92.96 | 93.84 | 91.21 | 90.95 | 92.49 | 92.36 | 90.75 | 91.54 | 91.41 | 90.66 | 92.57 | 93.56 | 92.02 | 91.62 | 93.09 | 91.96 | 92.39 | 92.31 | 93.74 | 91.46 | 91.99 | 92.79 | 91.97 |
| 571 | 372 | 24 | 0.01 | 48 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 92.67 | 92.81 | 92.02 | 91.29 | 92.97 | 91.77 | 91.20 | 93.50 | 93.62 | 90.33 | 92.55 | 88.73 | 90.89 | 92.97 | 93.71 | 91.15 | 91.80 | 90.73 | 93.57 | 92.16 | 92.67 | 91.58 | 92.28 | 92.95 | 92.38 | 90.99 |
| 588 | 372 | 24 | 0.01 | 64 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 92.17 | 92.76 | 94.99 | 90.33 | 94.20 | 92.63 | 93.33 | 90.39 | 92.23 | 94.09 | 92.16 | 91.78 | 91.98 | 92.52 | 92.32 | 90.92 | 90.64 | 89.63 | 92.17 | 92.81 | 91.96 | 91.07 | 93.51 | 93.09 | 91.69 | 91.44 |
| 589 | 372 | 24 | 0.01 | 64 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 91.69 | 91.59 | 93.20 | 92.38 | 91.66 | 92.79 | 92.96 | 92.21 | 92.64 | 92.89 | 93.03 | 91.03 | 92.53 | 91.21 | 91.15 | 91.21 | 91.47 | 91.98 | 92.76 | 92.15 | 92.79 | 92.09 | 93.52 | 92.88 | 92.50 | 92.59 |
| 590 | 372 | 24 | 0.01 | 64 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 90.67 | 93.42 | 91.36 | 92.42 | 92.52 | 91.77 | 90.76 | 92.27 | 91.14 | 93.06 | 90.96 | 92.21 | 93.16 | 91.82 | 92.62 | 90.09 | 92.32 | 92.55 | 91.16 | 92.16 | 92.64 | 91.80 | 94.20 | 90.69 | 93.40 | 90.61 |
| 591 | 372 | 24 | 0.01 | 64 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 91.43 | 91.98 | 95.22 | 92.48 | 94.13 | 89.54 | 90.96 | 92.25 | 90.75 | 92.58 | 92.31 | 92.15 | 91.00 | 94.19 | 91.51 | 90.37 | 92.94 | 92.17 | 90.35 | 92.69 | 94.10 | 91.62 | 92.96 | 91.98 | 93.10 | 92.83 |
| 608 | 372 | 24 | 0.01 | 32 | 0.00001 | 36 | 0.000000e+00 | 0.000000e+00 | 92.21 | 91.75 | 92.53 | 89.72 | 90.79 | 89.35 | 90.67 | 89.59 | 92.14 | 92.76 | 92.10 | 89.73 | 92.20 | 91.89 | 91.90 | 90.83 | 92.97 | 91.77 | 93.21 | 91.76 | 91.77 | 94.46 | 93.91 | 92.39 | 92.53 | 91.82 |
| 609 | 372 | 24 | 0.01 | 32 | 0.00001 | 36 | 0.000000e+00 | 1.000000e-08 | 93.19 | 73.40 | 92.34 | 90.73 | 93.19 | 90.44 | 90.69 | 92.26 | 91.30 | 93.46 | 91.09 | 92.29 | 91.98 | 93.57 | 91.58 | 92.49 | 90.24 | 91.39 | 91.42 | 91.28 | 92.02 | 93.14 | 91.83 | 92.92 | 90.92 | 92.45 |
| 610 | 372 | 24 | 0.01 | 32 | 0.00001 | 36 | 1.000000e-08 | 0.000000e+00 | 91.28 | 92.12 | 92.19 | 91.05 | 92.82 | 91.82 | 91.02 | 90.96 | 92.41 | 92.10 | 91.57 | 90.11 | 91.19 | 93.76 | 91.70 | 90.41 | 93.24 | 92.72 | 93.00 | 91.52 | 92.12 | 91.39 | 91.53 | 92.10 | 90.64 | 91.78 |
| 611 | 372 | 24 | 0.01 | 32 | 0.00001 | 36 | 1.000000e-08 | 1.000000e-08 | 90.03 | 89.75 | 90.99 | 91.69 | 94.15 | 91.82 | 91.87 | 92.02 | 90.25 | 93.08 | 92.15 | 90.98 | 88.79 | 91.45 | 90.56 | 91.24 | 92.88 | 91.77 | 93.03 | 88.75 | 94.95 | 90.66 | 93.53 | 92.30 | 91.20 | 91.78 |
| 628 | 372 | 24 | 0.01 | 48 | 0.00001 | 36 | 0.000000e+00 | 0.000000e+00 | 92.74 | 91.60 | 93.01 | 90.95 | 92.07 | 90.67 | 90.66 | 92.14 | 92.34 | 91.91 | 93.68 | 92.06 | 91.20 | 93.96 | 90.69 | 89.77 | 91.79 | 91.88 | 91.33 | 90.79 | 94.43 | 90.84 | 94.22 | 91.90 | 92.84 | 93.20 |
| 629 | 372 | 24 | 0.01 | 48 | 0.00001 | 36 | 0.000000e+00 | 1.000000e-08 | 92.02 | 91.50 | 92.70 | 91.48 | 91.96 | 91.56 | 92.25 | 91.30 | 91.75 | 89.43 | 91.06 | 89.89 | 91.27 | 92.23 | 74.18 | 93.46 | 93.69 | 91.43 | 92.64 | 93.15 | 93.05 | 93.34 | 93.13 | 91.66 | 71.69 | 92.03 |
| 630 | 372 | 24 | 0.01 | 48 | 0.00001 | 36 | 1.000000e-08 | 0.000000e+00 | 93.54 | 91.95 | 91.99 | 92.59 | 91.30 | 92.07 | 90.52 | 91.80 | 90.62 | 93.12 | 90.83 | 92.25 | 92.76 | 93.43 | 91.34 | 92.33 | 91.23 | 93.71 | 92.87 | 92.30 | 93.17 | 92.68 | 93.17 | 92.14 | 90.05 | 92.49 |
| 631 | 372 | 24 | 0.01 | 48 | 0.00001 | 36 | 1.000000e-08 | 1.000000e-08 | 93.02 | 92.40 | 90.87 | 90.97 | 94.24 | 91.84 | 93.58 | 92.38 | 92.39 | 92.65 | 93.02 | 90.69 | 94.22 | 93.76 | 90.53 | 93.07 | 92.62 | 92.16 | 89.63 | 92.63 | 93.65 | 93.47 | 92.60 | 90.86 | 92.37 | 91.72 |
| 648 | 372 | 24 | 0.01 | 64 | 0.00001 | 36 | 0.000000e+00 | 0.000000e+00 | 91.67 | 92.32 | 94.20 | 93.59 | 93.91 | 92.53 | 91.46 | 92.27 | 91.94 | 92.71 | 92.03 | 91.84 | 92.18 | 93.64 | 93.45 | 92.24 | 92.76 | 92.20 | 92.59 | 93.37 | 92.62 | 91.77 | 93.74 | 91.50 | 92.61 | 92.70 |
| 649 | 372 | 24 | 0.01 | 64 | 0.00001 | 36 | 0.000000e+00 | 1.000000e-08 | 93.65 | 92.48 | 92.10 | 91.37 | 91.84 | 90.26 | 93.11 | 91.12 | 92.88 | 92.08 | 92.00 | 92.34 | 91.87 | 90.73 | 92.14 | 93.44 | 92.47 | 93.00 | 94.13 | 94.03 | 72.31 | 92.55 | 92.29 | 92.64 | 91.38 | 90.27 |
| 650 | 372 | 24 | 0.01 | 64 | 0.00001 | 36 | 1.000000e-08 | 0.000000e+00 | 92.30 | 90.44 | 94.31 | 91.87 | 92.02 | 92.24 | 92.29 | 90.92 | 90.67 | 93.25 | 93.69 | 91.04 | 93.60 | 92.64 | 92.89 | 92.20 | 91.50 | 94.46 | 93.01 | 94.38 | 93.21 | 93.45 | 93.35 | 93.38 | 93.68 | 92.26 |
| 651 | 372 | 24 | 0.01 | 64 | 0.00001 | 36 | 1.000000e-08 | 1.000000e-08 | 91.47 | 93.04 | 91.90 | 92.92 | 92.54 | 91.75 | 93.93 | 92.72 | 90.37 | 91.59 | 92.08 | 93.25 | 92.91 | 93.88 | 91.97 | 93.14 | 92.02 | 93.37 | 92.54 | 92.45 | 93.80 | 92.36 | 92.87 | 91.23 | 91.49 | 92.85 |
| 668 | 372 | 24 | 0.01 | 32 | 0.00001 | 48 | 0.000000e+00 | 0.000000e+00 | 73.61 | 57.96 | 58.08 | 58.37 | 58.67 | 75.73 | 73.79 | 57.40 | 58.24 | 57.86 | 69.96 | 57.10 | 74.63 | 58.49 | 58.74 | 74.74 | 59.02 | 74.51 | 76.05 | 55.70 | 75.55 | 56.32 | 76.98 | 56.96 | 45.86 | 57.24 |
| 669 | 372 | 24 | 0.01 | 32 | 0.00001 | 48 | 0.000000e+00 | 1.000000e-08 | 73.89 | 58.18 | 58.61 | 58.12 | 74.44 | 56.75 | 74.91 | 69.19 | 56.82 | 69.21 | 75.33 | 76.57 | 69.18 | 56.74 | 57.61 | 74.80 | 74.76 | 75.08 | 75.61 | 76.11 | 76.09 | 56.99 | 56.65 | 56.48 | 57.84 | 69.44 |
| 670 | 372 | 24 | 0.01 | 32 | 0.00001 | 48 | 1.000000e-08 | 0.000000e+00 | 73.71 | 58.60 | 68.47 | 58.83 | 68.50 | 74.62 | 58.22 | 58.10 | 68.95 | 67.31 | 58.04 | 57.22 | 74.51 | 58.35 | 57.89 | 75.29 | 74.66 | 74.68 | 57.75 | 75.84 | 57.52 | 58.58 | 57.11 | 57.02 | 57.04 | 57.75 |
| 671 | 372 | 24 | 0.01 | 32 | 0.00001 | 48 | 1.000000e-08 | 1.000000e-08 | 68.83 | 58.79 | 74.31 | 59.01 | 58.58 | 56.99 | 68.69 | 58.04 | 57.73 | 58.67 | 76.10 | 70.92 | 74.52 | 47.84 | 75.34 | 75.39 | 57.67 | 75.61 | 57.78 | 70.04 | 47.72 | 57.51 | 75.69 | 57.30 | 56.65 | 57.55 |
| 688 | 372 | 24 | 0.01 | 48 | 0.00001 | 48 | 0.000000e+00 | 0.000000e+00 | 73.89 | 68.78 | 68.90 | 58.94 | 59.13 | 57.94 | 66.67 | 58.40 | 58.38 | 58.43 | 57.88 | 74.41 | 74.18 | 58.09 | 59.03 | 74.02 | 57.91 | 75.68 | 57.53 | 56.79 | 58.21 | 56.57 | 75.29 | 57.92 | 57.86 | 76.57 |
| 689 | 372 | 24 | 0.01 | 48 | 0.00001 | 48 | 0.000000e+00 | 1.000000e-08 | 66.07 | 59.26 | 58.12 | 58.41 | 58.37 | 67.40 | 58.75 | 58.11 | 57.02 | 57.65 | 57.69 | 57.59 | 74.02 | 58.07 | 57.75 | 75.05 | 58.35 | 57.67 | 75.37 | 56.48 | 57.02 | 57.07 | 58.14 | 57.41 | 56.61 | 55.98 |
| 690 | 372 | 24 | 0.01 | 48 | 0.00001 | 48 | 1.000000e-08 | 0.000000e+00 | 58.71 | 58.27 | 74.55 | 58.25 | 59.35 | 69.93 | 58.61 | 58.79 | 57.98 | 69.23 | 75.42 | 58.61 | 74.16 | 74.73 | 57.98 | 69.50 | 57.83 | 75.91 | 76.32 | 75.65 | 56.43 | 57.07 | 57.82 | 43.71 | 58.22 | 58.35 |
| 691 | 372 | 24 | 0.01 | 48 | 0.00001 | 48 | 1.000000e-08 | 1.000000e-08 | 74.88 | 57.38 | 57.62 | 58.70 | 58.41 | 76.94 | 74.98 | 57.80 | 68.38 | 56.67 | 75.99 | 57.26 | 74.89 | 57.79 | 57.29 | 75.78 | 57.26 | 69.46 | 56.31 | 76.71 | 46.50 | 57.07 | 56.32 | 56.76 | 90.61 | 55.28 |
| 708 | 372 | 24 | 0.01 | 64 | 0.00001 | 48 | 0.000000e+00 | 0.000000e+00 | 72.94 | 59.93 | 58.21 | 58.72 | 68.21 | 75.90 | 75.42 | 56.18 | 58.58 | 69.54 | 58.49 | 58.01 | 74.43 | 68.36 | 59.29 | 73.61 | 58.57 | 68.13 | 76.11 | 75.92 | 57.56 | 47.67 | 74.75 | 57.03 | 57.36 | 57.46 |
| 709 | 372 | 24 | 0.01 | 64 | 0.00001 | 48 | 0.000000e+00 | 1.000000e-08 | 59.55 | 58.88 | 69.19 | 59.11 | 59.01 | 57.75 | 74.64 | 46.86 | 69.32 | 67.27 | 69.54 | 69.81 | 70.34 | 58.59 | 58.37 | 69.76 | 57.86 | 74.77 | 76.31 | 56.83 | 57.50 | 57.14 | 76.49 | 56.50 | 58.08 | 56.11 |
| 710 | 372 | 24 | 0.01 | 64 | 0.00001 | 48 | 1.000000e-08 | 0.000000e+00 | 73.69 | 58.35 | 58.36 | 57.83 | 59.16 | 57.70 | 75.57 | 56.94 | 67.73 | 58.17 | 76.41 | 57.19 | 68.18 | 69.90 | 58.01 | 74.96 | 75.26 | 73.96 | 57.08 | 69.60 | 57.35 | 55.80 | 57.14 | 56.95 | 46.70 | 57.63 |
| 711 | 372 | 24 | 0.01 | 64 | 0.00001 | 48 | 1.000000e-08 | 1.000000e-08 | 73.12 | 69.40 | 58.40 | 58.67 | 58.02 | 58.14 | 68.93 | 57.69 | 69.18 | 58.12 | 69.28 | 70.23 | 75.69 | 70.41 | 57.96 | 74.32 | 57.81 | 67.20 | 69.51 | 76.41 | 57.29 | 57.09 | 45.98 | 57.06 | 44.31 | 56.59 |
The global mean maximum row:
| mAP_valid_abs_values | mAP_valid_abs_values_2 | mAP_valid_abs_values_3 | mAP_valid_abs_values_4 | mAP_valid_abs_values_5 | mAP_valid_abs_values_6 | mAP_valid_abs_values_7 | mAP_valid_abs_values_8 | mAP_valid_abs_values_9 | mAP_valid_abs_values_10 | mAP_valid_abs_values_11 | mAP_valid_abs_values_12 | mAP_valid_abs_values_13 | mAP_valid_abs_values_14 | mAP_valid_abs_values_15 | mAP_valid_abs_values_16 | mAP_valid_abs_values_17 | mAP_valid_abs_values_18 | mAP_valid_abs_values_19 | mAP_valid_abs_values_20 | mAP_valid_abs_values_21 | mAP_valid_abs_values_22 | mAP_valid_abs_values_23 | mAP_valid_abs_values_24 | mAP_valid_abs_values_25 | mAP_valid_abs_values_26 | average_map | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 430 | 89.29 | 89.66 | 90.38 | 90.97 | 89.53 | 89.64 | 90.16 | 87.66 | 89.12 | 89.63 | 90.84 | 91.52 | 90.65 | 89.50 | 91.22 | 90.41 | 91.10 | 88.94 | 89.75 | 92.02 | 89.26 | 89.86 | 89.29 | 90.83 | 90.41 | 89.49 | 90.043462 |
| 550 | 88.98 | 90.75 | 89.99 | 90.73 | 89.13 | 89.34 | 88.65 | 88.98 | 89.77 | 90.25 | 90.93 | 91.44 | 89.89 | 90.33 | 90.31 | 89.80 | 90.61 | 88.51 | 90.95 | 90.95 | 90.61 | 89.94 | 88.11 | 88.65 | 88.33 | 88.10 | 89.770385 |
| 450 | 89.78 | 90.05 | 88.25 | 89.61 | 90.52 | 90.23 | 88.77 | 89.71 | 89.27 | 90.44 | 91.63 | 92.44 | 90.48 | 89.82 | 88.14 | 89.60 | 89.48 | 88.91 | 90.52 | 90.32 | 88.35 | 89.65 | 88.62 | 89.58 | 89.21 | 89.86 | 89.740000 |
| 389 | 88.67 | 89.16 | 90.75 | 90.39 | 89.62 | 90.56 | 89.44 | 90.28 | 89.34 | 90.00 | 90.28 | 90.14 | 88.75 | 88.24 | 89.65 | 91.46 | 89.23 | 89.12 | 90.83 | 90.70 | 89.34 | 89.33 | 89.51 | 89.38 | 90.15 | 88.39 | 89.719615 |
| 409 | 90.62 | 89.87 | 90.01 | 90.26 | 88.91 | 89.89 | 88.92 | 88.97 | 88.51 | 88.99 | 90.91 | 88.59 | 91.09 | 89.57 | 90.19 | 90.66 | 89.12 | 89.24 | 90.99 | 89.55 | 89.94 | 89.63 | 88.89 | 90.39 | 89.39 | 89.58 | 89.718462 |
| 370 | 90.64 | 89.35 | 89.68 | 89.77 | 89.18 | 89.14 | 87.80 | 90.68 | 89.23 | 88.46 | 90.14 | 90.58 | 90.27 | 89.02 | 90.11 | 89.86 | 90.20 | 90.72 | 89.51 | 90.30 | 89.68 | 91.63 | 90.06 | 88.87 | 89.98 | 87.37 | 89.701154 |
| 608 | 89.54 | 89.37 | 89.45 | 91.08 | 88.39 | 89.64 | 88.72 | 88.43 | 87.48 | 90.12 | 89.88 | 90.02 | 89.39 | 90.78 | 90.55 | 90.85 | 88.91 | 90.30 | 89.50 | 91.03 | 89.57 | 90.28 | 90.26 | 89.47 | 90.30 | 88.53 | 89.686154 |
| 449 | 89.45 | 89.75 | 89.68 | 89.88 | 89.62 | 89.05 | 89.99 | 90.04 | 87.28 | 90.46 | 89.88 | 90.83 | 89.57 | 89.13 | 89.92 | 89.42 | 90.58 | 88.99 | 91.27 | 89.20 | 88.60 | 89.45 | 88.32 | 89.56 | 89.93 | 90.51 | 89.629231 |
| 411 | 89.20 | 88.57 | 89.65 | 90.20 | 89.86 | 89.44 | 90.10 | 89.37 | 90.54 | 89.51 | 90.72 | 90.13 | 89.35 | 88.82 | 89.58 | 90.52 | 89.82 | 89.63 | 89.75 | 88.80 | 89.36 | 91.10 | 88.59 | 89.15 | 88.77 | 89.68 | 89.623462 |
| 390 | 88.16 | 90.56 | 89.05 | 88.06 | 87.84 | 91.78 | 90.16 | 88.56 | 88.57 | 88.77 | 90.33 | 90.63 | 90.35 | 89.02 | 89.45 | 90.76 | 90.09 | 89.81 | 90.79 | 89.85 | 89.83 | 90.31 | 90.22 | 90.30 | 89.75 | 87.19 | 89.622692 |
Model performance on validation data (Mann-Whitney U Test)
Statistical Significance:
Using the global mean maximum row as the reference, we perform the right-tailed t-test to identify significant hyperparameters.
Code
pvalues_mw = []
pvalues_real_mw = []
for _,index in enumerate(dt_valid_sub.index):
_, p_value_mw = stats.mannwhitneyu(max_row[:-1], dt_valid_sub.loc[index][:-1], alternative='greater')#, method = 'asymptotic')
pvalues_real_mw.append(p_value_mw)
pvalues_mw.append((p_value_mw >= 0.05)*1)
dt_valid_sub_mw['pvalues_mw'] = pvalues_real_mw
dt_valid_sub_mw['sig_mw'] = pvalues_mw
dt_valid_sub_mw1 = dt_valid_sub_mw.query('sig_mw == 1')
max_indexx = dt_valid_sub_mw1.iloc[:, :-3].mean().idxmax()
#print(sum(pvalues),max_indexx)| input_size | output_size | learning_rate | batch_size | alpha | margin | l1_reg | l2_reg | mAP_valid_abs_values | mAP_valid_abs_values_2 | mAP_valid_abs_values_3 | mAP_valid_abs_values_4 | mAP_valid_abs_values_5 | mAP_valid_abs_values_6 | mAP_valid_abs_values_7 | mAP_valid_abs_values_8 | mAP_valid_abs_values_9 | mAP_valid_abs_values_10 | mAP_valid_abs_values_11 | mAP_valid_abs_values_12 | mAP_valid_abs_values_13 | mAP_valid_abs_values_14 | mAP_valid_abs_values_15 | mAP_valid_abs_values_16 | mAP_valid_abs_values_17 | mAP_valid_abs_values_18 | mAP_valid_abs_values_19 | mAP_valid_abs_values_20 | mAP_valid_abs_values_21 | mAP_valid_abs_values_22 | mAP_valid_abs_values_23 | mAP_valid_abs_values_24 | mAP_valid_abs_values_25 | mAP_valid_abs_values_26 | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 550 | 372 | 24 | 0.01 | 32 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 88.98 | 90.75 | 89.99 | 90.73 | 89.13 | 89.34 | 88.65 | 88.98 | 89.77 | 90.25 | 90.93 | 91.44 | 89.89 | 90.33 | 90.31 | 89.80 | 90.61 | 88.51 | 90.95 | 90.95 | 90.61 | 89.94 | 88.11 | 88.65 | 88.33 | 88.10 |
| 608 | 372 | 24 | 0.01 | 32 | 0.00001 | 36 | 0.000000e+00 | 0.000000e+00 | 89.54 | 89.37 | 89.45 | 91.08 | 88.39 | 89.64 | 88.72 | 88.43 | 87.48 | 90.12 | 89.88 | 90.02 | 89.39 | 90.78 | 90.55 | 90.85 | 88.91 | 90.30 | 89.50 | 91.03 | 89.57 | 90.28 | 90.26 | 89.47 | 90.30 | 88.53 |
| 368 | 372 | 24 | 0.01 | 32 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 88.94 | 90.57 | 89.37 | 89.33 | 89.80 | 89.22 | 88.87 | 90.07 | 90.12 | 88.56 | 90.44 | 90.00 | 89.68 | 88.22 | 90.47 | 89.89 | 87.59 | 89.95 | 89.71 | 89.88 | 89.33 | 90.36 | 90.25 | 89.16 | 90.09 | 88.81 |
| 370 | 372 | 24 | 0.01 | 32 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 90.64 | 89.35 | 89.68 | 89.77 | 89.18 | 89.14 | 87.80 | 90.68 | 89.23 | 88.46 | 90.14 | 90.58 | 90.27 | 89.02 | 90.11 | 89.86 | 90.20 | 90.72 | 89.51 | 90.30 | 89.68 | 91.63 | 90.06 | 88.87 | 89.98 | 87.37 |
| 430 | 372 | 24 | 0.01 | 32 | 0.00100 | 36 | 1.000000e-08 | 0.000000e+00 | 89.29 | 89.66 | 90.38 | 90.97 | 89.53 | 89.64 | 90.16 | 87.66 | 89.12 | 89.63 | 90.84 | 91.52 | 90.65 | 89.50 | 91.22 | 90.41 | 91.10 | 88.94 | 89.75 | 92.02 | 89.26 | 89.86 | 89.29 | 90.83 | 90.41 | 89.49 |
| 570 | 372 | 24 | 0.01 | 48 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 85.54 | 87.09 | 90.79 | 88.75 | 90.39 | 88.43 | 86.78 | 89.36 | 90.23 | 90.62 | 90.06 | 90.99 | 90.19 | 89.89 | 89.80 | 89.81 | 89.50 | 90.14 | 89.18 | 90.24 | 88.11 | 89.60 | 88.03 | 90.09 | 88.90 | 90.60 |
| 389 | 372 | 24 | 0.01 | 48 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 88.67 | 89.16 | 90.75 | 90.39 | 89.62 | 90.56 | 89.44 | 90.28 | 89.34 | 90.00 | 90.28 | 90.14 | 88.75 | 88.24 | 89.65 | 91.46 | 89.23 | 89.12 | 90.83 | 90.70 | 89.34 | 89.33 | 89.51 | 89.38 | 90.15 | 88.39 |
| 390 | 372 | 24 | 0.01 | 48 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 88.16 | 90.56 | 89.05 | 88.06 | 87.84 | 91.78 | 90.16 | 88.56 | 88.57 | 88.77 | 90.33 | 90.63 | 90.35 | 89.02 | 89.45 | 90.76 | 90.09 | 89.81 | 90.79 | 89.85 | 89.83 | 90.31 | 90.22 | 90.30 | 89.75 | 87.19 |
| 391 | 372 | 24 | 0.01 | 48 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 89.66 | 89.49 | 88.37 | 89.92 | 90.13 | 89.30 | 89.58 | 90.52 | 88.98 | 89.99 | 89.51 | 89.64 | 89.62 | 89.81 | 90.31 | 90.16 | 89.54 | 89.81 | 90.50 | 90.24 | 90.06 | 90.02 | 87.61 | 87.93 | 89.74 | 87.35 |
| 449 | 372 | 24 | 0.01 | 48 | 0.00100 | 36 | 0.000000e+00 | 1.000000e-08 | 89.45 | 89.75 | 89.68 | 89.88 | 89.62 | 89.05 | 89.99 | 90.04 | 87.28 | 90.46 | 89.88 | 90.83 | 89.57 | 89.13 | 89.92 | 89.42 | 90.58 | 88.99 | 91.27 | 89.20 | 88.60 | 89.45 | 88.32 | 89.56 | 89.93 | 90.51 |
| 450 | 372 | 24 | 0.01 | 48 | 0.00100 | 36 | 1.000000e-08 | 0.000000e+00 | 89.78 | 90.05 | 88.25 | 89.61 | 90.52 | 90.23 | 88.77 | 89.71 | 89.27 | 90.44 | 91.63 | 92.44 | 90.48 | 89.82 | 88.14 | 89.60 | 89.48 | 88.91 | 90.52 | 90.32 | 88.35 | 89.65 | 88.62 | 89.58 | 89.21 | 89.86 |
| 591 | 372 | 24 | 0.01 | 64 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 89.96 | 89.51 | 88.40 | 89.54 | 89.20 | 89.69 | 87.72 | 89.82 | 88.90 | 89.90 | 89.92 | 89.82 | 89.40 | 90.03 | 90.19 | 89.92 | 88.44 | 90.02 | 90.08 | 90.77 | 89.02 | 90.19 | 88.62 | 89.94 | 90.66 | 88.99 |
| 409 | 372 | 24 | 0.01 | 64 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 90.62 | 89.87 | 90.01 | 90.26 | 88.91 | 89.89 | 88.92 | 88.97 | 88.51 | 88.99 | 90.91 | 88.59 | 91.09 | 89.57 | 90.19 | 90.66 | 89.12 | 89.24 | 90.99 | 89.55 | 89.94 | 89.63 | 88.89 | 90.39 | 89.39 | 89.58 |
| 410 | 372 | 24 | 0.01 | 64 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 89.35 | 90.67 | 88.68 | 90.16 | 89.21 | 89.23 | 88.68 | 89.66 | 89.05 | 90.11 | 90.47 | 91.32 | 89.71 | 89.69 | 90.24 | 89.27 | 90.68 | 89.40 | 90.16 | 90.26 | 90.71 | 87.33 | 87.81 | 88.98 | 89.41 | 89.73 |
| 470 | 372 | 24 | 0.01 | 64 | 0.00100 | 36 | 1.000000e-08 | 0.000000e+00 | 86.55 | 91.02 | 88.10 | 87.39 | 89.39 | 88.80 | 89.62 | 90.75 | 90.15 | 90.06 | 89.87 | 90.47 | 90.90 | 89.73 | 89.71 | 88.42 | 89.25 | 89.82 | 91.10 | 91.77 | 89.90 | 88.56 | 88.68 | 88.27 | 90.28 | 90.07 |
Size of the All data: (144, 29)
Size of the Sig data: (15, 34)
Code
####################################################
# Use the hyperparameters to the test data.
####################################################
optimal_params_mw1 = dt_valid.loc[dt_valid_sub_mw1.index][['input_size', 'output_size', 'learning_rate', 'batch_size', 'alpha', 'margin', 'l1_reg', 'l2_reg']]
optimal_params_mw = optimal_params_mw1.reset_index()
optimal_params_mw.drop(['index'], axis=1, inplace = True)
#rotation invariance test data with optimal parameters
test_data_mw1 = pd.merge(optimal_params_mw, dt_test, on=['input_size', 'output_size', 'learning_rate', 'batch_size', 'alpha', 'margin', 'l1_reg', 'l2_reg'])
test_data_1_sub_mw = test_data_mw1[list(test_data_mw1.columns[test_data_mw1.columns.str.startswith('mAP_test')])]Equivalent test data
| input_size | output_size | learning_rate | batch_size | alpha | margin | l1_reg | l2_reg | mAP_test_abs_values | mAP_test_abs_values_2 | mAP_test_abs_values_3 | mAP_test_abs_values_4 | mAP_test_abs_values_5 | mAP_test_abs_values_6 | mAP_test_abs_values_7 | mAP_test_abs_values_8 | mAP_test_abs_values_9 | mAP_test_abs_values_10 | mAP_test_abs_values_11 | mAP_test_abs_values_12 | mAP_test_abs_values_13 | mAP_test_abs_values_14 | mAP_test_abs_values_15 | mAP_test_abs_values_16 | mAP_test_abs_values_17 | mAP_test_abs_values_18 | mAP_test_abs_values_19 | mAP_test_abs_values_20 | mAP_test_abs_values_21 | mAP_test_abs_values_22 | mAP_test_abs_values_23 | mAP_test_abs_values_24 | mAP_test_abs_values_25 | mAP_test_abs_values_26 | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 1 | 372 | 24 | 0.01 | 32 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 91.59 | 91.03 | 93.24 | 91.67 | 90.12 | 90.98 | 91.76 | 91.44 | 91.94 | 91.47 | 91.49 | 91.52 | 91.59 | 92.66 | 93.06 | 89.98 | 93.20 | 92.54 | 93.51 | 89.17 | 92.94 | 91.70 | 91.67 | 92.83 | 93.47 | 89.12 |
| 6 | 372 | 24 | 0.01 | 32 | 0.00001 | 36 | 0.000000e+00 | 0.000000e+00 | 92.21 | 91.75 | 92.53 | 89.72 | 90.79 | 89.35 | 90.67 | 89.59 | 92.14 | 92.76 | 92.10 | 89.73 | 92.20 | 91.89 | 91.90 | 90.83 | 92.97 | 91.77 | 93.21 | 91.76 | 91.77 | 94.46 | 93.91 | 92.39 | 92.53 | 91.82 |
| 10 | 372 | 24 | 0.01 | 32 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 90.83 | 93.37 | 93.21 | 91.63 | 91.23 | 90.11 | 89.94 | 90.82 | 88.77 | 91.15 | 90.99 | 89.94 | 92.36 | 91.47 | 90.98 | 90.29 | 90.56 | 91.03 | 91.67 | 90.12 | 92.67 | 92.41 | 93.58 | 91.59 | 93.95 | 89.91 |
| 5 | 372 | 24 | 0.01 | 32 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 92.85 | 92.44 | 90.40 | 92.92 | 90.20 | 89.08 | 90.93 | 93.35 | 90.37 | 91.03 | 90.88 | 89.53 | 91.33 | 92.05 | 90.87 | 91.15 | 90.98 | 90.24 | 92.49 | 91.19 | 94.07 | 93.41 | 93.01 | 89.61 | 90.26 | 89.99 |
| 0 | 372 | 24 | 0.01 | 32 | 0.00100 | 36 | 1.000000e-08 | 0.000000e+00 | 91.72 | 92.89 | 93.36 | 91.45 | 92.76 | 90.41 | 92.45 | 91.52 | 90.07 | 91.35 | 91.04 | 91.62 | 93.32 | 94.51 | 91.17 | 93.42 | 92.73 | 91.14 | 92.52 | 93.03 | 94.17 | 91.61 | 92.11 | 92.77 | 90.13 | 91.02 |
| 14 | 372 | 24 | 0.01 | 48 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 90.58 | 90.48 | 91.25 | 92.96 | 93.84 | 91.21 | 90.95 | 92.49 | 92.36 | 90.75 | 91.54 | 91.41 | 90.66 | 92.57 | 93.56 | 92.02 | 91.62 | 93.09 | 91.96 | 92.39 | 92.31 | 93.74 | 91.46 | 91.99 | 92.79 | 91.97 |
| 3 | 372 | 24 | 0.01 | 48 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 93.00 | 91.93 | 91.91 | 91.36 | 93.89 | 92.47 | 90.53 | 91.28 | 91.45 | 91.67 | 93.24 | 89.37 | 90.08 | 91.32 | 91.32 | 92.53 | 91.20 | 92.08 | 92.56 | 92.21 | 92.11 | 90.49 | 93.25 | 91.46 | 92.38 | 90.40 |
| 8 | 372 | 24 | 0.01 | 48 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 92.54 | 93.57 | 93.01 | 91.57 | 92.33 | 90.46 | 92.27 | 91.92 | 91.22 | 90.99 | 92.12 | 90.43 | 92.15 | 91.70 | 91.38 | 92.29 | 94.34 | 92.33 | 93.14 | 92.61 | 93.14 | 92.68 | 93.11 | 92.95 | 92.03 | 89.00 |
| 13 | 372 | 24 | 0.01 | 48 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 93.26 | 91.16 | 92.77 | 91.46 | 92.01 | 90.44 | 90.98 | 92.43 | 92.87 | 95.37 | 92.38 | 91.08 | 91.86 | 93.07 | 92.54 | 92.38 | 91.10 | 93.15 | 92.61 | 91.38 | 93.91 | 93.20 | 93.06 | 91.44 | 93.78 | 91.79 |
| 7 | 372 | 24 | 0.01 | 48 | 0.00100 | 36 | 0.000000e+00 | 1.000000e-08 | 91.31 | 92.88 | 89.98 | 91.77 | 92.22 | 93.27 | 93.43 | 92.53 | 92.34 | 93.87 | 92.12 | 90.49 | 92.50 | 91.06 | 92.19 | 92.48 | 92.27 | 92.20 | 91.57 | 90.21 | 92.44 | 92.94 | 91.21 | 89.84 | 92.27 | 92.09 |
| 2 | 372 | 24 | 0.01 | 48 | 0.00100 | 36 | 1.000000e-08 | 0.000000e+00 | 91.52 | 94.22 | 92.13 | 91.80 | 92.36 | 90.77 | 92.37 | 91.74 | 89.04 | 90.02 | 92.48 | 93.11 | 92.33 | 92.32 | 91.52 | 92.39 | 90.92 | 90.60 | 93.60 | 90.72 | 93.75 | 92.12 | 93.26 | 93.32 | 91.52 | 90.79 |
| 11 | 372 | 24 | 0.01 | 64 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 91.43 | 91.98 | 95.22 | 92.48 | 94.13 | 89.54 | 90.96 | 92.25 | 90.75 | 92.58 | 92.31 | 92.15 | 91.00 | 94.19 | 91.51 | 90.37 | 92.94 | 92.17 | 90.35 | 92.69 | 94.10 | 91.62 | 92.96 | 91.98 | 93.10 | 92.83 |
| 4 | 372 | 24 | 0.01 | 64 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 92.99 | 93.33 | 92.68 | 91.94 | 93.27 | 91.94 | 90.34 | 91.30 | 91.43 | 90.41 | 93.37 | 91.49 | 93.45 | 92.05 | 94.67 | 91.56 | 92.12 | 92.05 | 93.47 | 92.67 | 94.24 | 93.06 | 93.19 | 93.98 | 93.37 | 91.97 |
| 9 | 372 | 24 | 0.01 | 64 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 92.94 | 91.10 | 91.24 | 90.89 | 93.79 | 89.91 | 92.70 | 91.68 | 91.79 | 91.86 | 92.35 | 92.90 | 91.06 | 92.67 | 92.45 | 91.98 | 93.02 | 92.27 | 91.25 | 91.80 | 92.60 | 89.83 | 93.77 | 91.22 | 91.74 | 92.38 |
| 12 | 372 | 24 | 0.01 | 64 | 0.00100 | 36 | 1.000000e-08 | 0.000000e+00 | 91.59 | 92.46 | 92.98 | 90.19 | 94.04 | 93.81 | 91.84 | 93.84 | 93.04 | 90.10 | 93.42 | 91.56 | 92.58 | 93.18 | 92.88 | 92.80 | 91.60 | 93.39 | 93.07 | 94.01 | 94.24 | 93.36 | 91.83 | 91.45 | 93.85 | 94.45 |
Size of the test data: (15, 34)
Average & Std Deviation of the Significant rows:
| mean | std | |
|---|---|---|
| mAP_valid_abs_values_12 | 90.562000 | 0.931038 |
| mAP_valid_abs_values_20 | 90.472000 | 0.764033 |
| mAP_valid_abs_values_11 | 90.339333 | 0.550681 |
| mAP_valid_abs_values_19 | 90.322667 | 0.671794 |
| mAP_valid_abs_values_16 | 90.019333 | 0.741393 |
| mAP_valid_abs_values_15 | 90.017333 | 0.673821 |
| mAP_valid_abs_values_13 | 89.996000 | 0.638344 |
| mAP_valid_abs_values_2 | 89.791333 | 0.953489 |
| mAP_valid_abs_values_25 | 89.768667 | 0.625561 |
| mAP_valid_abs_values_10 | 89.757333 | 0.713347 |
| mAP_valid_abs_values_22 | 89.742667 | 0.941150 |
| mAP_valid_abs_values_4 | 89.722667 | 1.026655 |
| mAP_valid_abs_values_17 | 89.621333 | 0.939976 |
| mAP_valid_abs_values_6 | 89.596000 | 0.807463 |
| mAP_valid_abs_values_18 | 89.578667 | 0.617401 |
| mAP_valid_abs_values_8 | 89.566000 | 0.898887 |
| mAP_valid_abs_values_14 | 89.518667 | 0.700570 |
| mAP_valid_abs_values_21 | 89.487333 | 0.751869 |
| mAP_valid_abs_values_24 | 89.426667 | 0.809344 |
| mAP_valid_abs_values_3 | 89.396667 | 0.898790 |
| mAP_valid_abs_values_5 | 89.390667 | 0.703618 |
| mAP_valid_abs_values_9 | 89.066667 | 0.869258 |
| mAP_valid_abs_values | 89.008667 | 1.382848 |
| mAP_valid_abs_values_26 | 88.971333 | 1.131256 |
| mAP_valid_abs_values_23 | 88.952000 | 0.926539 |
| mAP_valid_abs_values_7 | 88.924000 | 0.959366 |
We then apply the hyperparameters to the test set and average the results.
Code
####################################################
# Use the hyperparameters to the test data.
####################################################
optimal_params = dt_valid.loc[dt_valid_sub_mw1.index][['input_size', 'output_size', 'learning_rate', 'batch_size', 'alpha', 'margin', 'l1_reg', 'l2_reg']].reset_index()
optimal_params.drop(['index'], axis=1, inplace = True)
#rotation invariance test data with optimal parameters
test_data_1 = pd.merge(optimal_params, dt_test, how='left')
test_data_1_sub = test_data_1[list(test_data_1.columns[test_data_1.columns.str.startswith('mAP_test')])]
test_data_1['average_map'] = test_data_1_sub.apply(np.mean, axis=1)
test_data_1.sort_values(by=['average_map'], ascending= False,inplace=True)| mean | std | |
|---|---|---|
| mAP_test_abs_values_21 | 93.230667 | 0.877427 |
| mAP_test_abs_values_23 | 92.758667 | 0.869030 |
| mAP_test_abs_values_25 | 92.478000 | 1.199989 |
| mAP_test_abs_values_5 | 92.465333 | 1.386701 |
| mAP_test_abs_values_19 | 92.465333 | 0.942571 |
| mAP_test_abs_values_14 | 92.447333 | 0.988422 |
| mAP_test_abs_values_22 | 92.442000 | 1.237914 |
| mAP_test_abs_values_3 | 92.394000 | 1.309672 |
| mAP_test_abs_values_2 | 92.306000 | 1.083676 |
| mAP_test_abs_values_15 | 92.133333 | 1.070965 |
| mAP_test_abs_values_11 | 92.122000 | 0.824086 |
| mAP_test_abs_values_17 | 92.104667 | 1.078066 |
| mAP_test_abs_values | 92.024000 | 0.859076 |
| mAP_test_abs_values_18 | 92.003333 | 0.917478 |
| average_map | 91.997487 | 0.390448 |
| mAP_test_abs_values_24 | 91.921333 | 1.194295 |
| mAP_test_abs_values_13 | 91.898000 | 0.947871 |
| mAP_test_abs_values_8 | 91.878667 | 1.024171 |
| mAP_test_abs_values_16 | 91.764667 | 1.023467 |
| mAP_test_abs_values_20 | 91.730667 | 1.282578 |
| mAP_test_abs_values_10 | 91.692000 | 1.451138 |
| mAP_test_abs_values_4 | 91.587333 | 0.873478 |
| mAP_test_abs_values_7 | 91.474667 | 1.006734 |
| mAP_test_abs_values_9 | 91.305333 | 1.289717 |
| mAP_test_abs_values_26 | 91.302000 | 1.471181 |
| mAP_test_abs_values_12 | 91.088667 | 1.158477 |
| mAP_test_abs_values_6 | 90.916667 | 1.403077 |
Summary:
Code
def extract_number(text):
if isinstance(text, str):
matches = re.findall(r'\d+', text)
return int(matches[0]) if matches else 1
return 1
res_valid_mwu_24['id'] = res_valid_mwu_24.index.to_series().apply(extract_number)
res_test_mwu_24['id'] = res_test_mwu_24.index.to_series().apply(extract_number)
res_comb = pd.concat([res_valid_mwu_24,res_test_mwu_24])
index_series = res_comb.index.to_series()
res_comb['type'] = np.where(
index_series.str.contains('valid', case=False), 'valid',
np.where(index_series.str.contains('test', case=False), 'test', 'unknown')
)
res_comb = res_comb.query("type !='unknown'")
res_comb = res_comb.reset_index(drop=True)
res_test_mwu_24 = res_test_mwu_24.sort_values(by=['id']).reset_index().query("index !='average_map'")
res_valid_mwu_24 = res_valid_mwu_24.reset_index(drop=True)
res_valid_mwu_24.columns = ['valid_score', 'std', 'id']
res_valid_mwu_24 = res_valid_mwu_24[['valid_score', 'id']]
res_test_mwu_24.columns = ['label2', 'test_score', 'std', 'id']
res_test_mwu_24 = res_test_mwu_24[['test_score', 'id']]
result_merged_mwu_24 = pd.merge(res_valid_mwu_24,res_test_mwu_24,on='id')
result_merged_mwu_24.sort_values(by=['valid_score'], ascending=False,inplace=True)
result_merged_mwu_24 = result_merged_mwu_24[['id','valid_score','test_score']]
html_table = result_merged_mwu_24.to_html(index=True)
# Wrap in a scrollable div
scrollable_table = f"""
<div style="height: 500px; width: 100%; overflow-x: auto; overflow-y: auto;">
{html_table}
</div>
"""
# Display the scrollable table
display(HTML(scrollable_table))| id | valid_score | test_score | |
|---|---|---|---|
| 0 | 12 | 90.562000 | 91.088667 |
| 1 | 20 | 90.472000 | 91.730667 |
| 2 | 11 | 90.339333 | 92.122000 |
| 3 | 19 | 90.322667 | 92.465333 |
| 4 | 16 | 90.019333 | 91.764667 |
| 5 | 15 | 90.017333 | 92.133333 |
| 6 | 13 | 89.996000 | 91.898000 |
| 7 | 2 | 89.791333 | 92.306000 |
| 8 | 25 | 89.768667 | 92.478000 |
| 9 | 10 | 89.757333 | 91.692000 |
| 10 | 22 | 89.742667 | 92.442000 |
| 11 | 4 | 89.722667 | 91.587333 |
| 12 | 17 | 89.621333 | 92.104667 |
| 13 | 6 | 89.596000 | 90.916667 |
| 14 | 18 | 89.578667 | 92.003333 |
| 15 | 8 | 89.566000 | 91.878667 |
| 16 | 14 | 89.518667 | 92.447333 |
| 17 | 21 | 89.487333 | 93.230667 |
| 18 | 24 | 89.426667 | 91.921333 |
| 19 | 3 | 89.396667 | 92.394000 |
| 20 | 5 | 89.390667 | 92.465333 |
| 21 | 9 | 89.066667 | 91.305333 |
| 22 | 1 | 89.008667 | 92.024000 |
| 23 | 26 | 88.971333 | 91.302000 |
| 24 | 23 | 88.952000 | 92.758667 |
| 25 | 7 | 88.924000 | 91.474667 |
Code
#%%
dt_valid = pd.read_csv(f"descriptors_tain_valid_test/v3_layers/merged_validation_runs_wide_format_abs_13062024_{layer_vsn}.csv")
dt_test = pd.read_csv(f"descriptors_tain_valid_test/v3_layers/merged_test_runs_wide_format_abs_13062024_{layer_vsn}.csv")
output_size = 16
query = (
"output_size == @output_size "
)
dt_valid = dt_valid.query(query)
dt_test = dt_test.query(query)| input_size | output_size | learning_rate | batch_size | alpha | margin | l1_reg | l2_reg | mAP_valid_abs_values | mAP_valid_abs_values_2 | mAP_valid_abs_values_3 | mAP_valid_abs_values_4 | mAP_valid_abs_values_5 | mAP_valid_abs_values_6 | mAP_valid_abs_values_7 | mAP_valid_abs_values_8 | mAP_valid_abs_values_9 | mAP_valid_abs_values_10 | mAP_valid_abs_values_11 | mAP_valid_abs_values_12 | mAP_valid_abs_values_13 | mAP_valid_abs_values_14 | mAP_valid_abs_values_15 | mAP_valid_abs_values_16 | mAP_valid_abs_values_17 | mAP_valid_abs_values_18 | mAP_valid_abs_values_19 | mAP_valid_abs_values_20 | mAP_valid_abs_values_21 | mAP_valid_abs_values_22 | mAP_valid_abs_values_23 | mAP_valid_abs_values_24 | mAP_valid_abs_values_25 | mAP_valid_abs_values_26 | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 4 | 372 | 16 | 0.10 | 32 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 76.81 | 86.83 | 85.74 | 86.59 | 85.89 | 87.40 | 86.99 | 85.96 | 85.09 | 87.57 | 87.76 | 89.02 | 85.60 | 84.97 | 87.39 | 84.07 | 87.41 | 87.17 | 87.28 | 87.29 | 75.83 | 88.30 | 88.08 | 86.72 | 75.28 | 83.69 |
| 5 | 372 | 16 | 0.10 | 32 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 84.79 | 42.66 | 86.44 | 87.22 | 85.38 | 86.98 | 87.71 | 88.38 | 87.38 | 42.66 | 88.76 | 87.38 | 88.76 | 86.65 | 84.88 | 90.81 | 88.43 | 88.71 | 87.03 | 90.25 | 88.69 | 87.15 | 88.50 | 87.71 | 88.35 | 73.50 |
| 6 | 372 | 16 | 0.10 | 32 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 86.53 | 87.15 | 83.56 | 85.19 | 76.63 | 85.49 | 86.19 | 88.88 | 86.61 | 86.92 | 90.45 | 88.25 | 86.27 | 89.57 | 89.38 | 88.88 | 86.24 | 87.83 | 89.48 | 88.90 | 88.33 | 87.15 | 87.43 | 87.16 | 87.42 | 72.73 |
| 7 | 372 | 16 | 0.10 | 32 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 86.90 | 79.28 | 86.62 | 85.30 | 83.63 | 88.21 | 88.11 | 86.14 | 87.21 | 86.54 | 89.86 | 90.41 | 87.30 | 88.95 | 87.54 | 89.92 | 88.30 | 87.24 | 89.37 | 88.06 | 87.83 | 73.92 | 87.63 | 88.80 | 79.01 | 86.30 |
| 24 | 372 | 16 | 0.10 | 48 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 87.73 | 86.07 | 85.11 | 87.46 | 74.43 | 90.07 | 88.00 | 85.87 | 85.75 | 87.98 | 87.49 | 91.00 | 87.46 | 90.03 | 79.23 | 87.69 | 87.08 | 86.04 | 89.12 | 87.83 | 88.22 | 87.90 | 84.08 | 86.67 | 87.52 | 74.22 |
| 25 | 372 | 16 | 0.10 | 48 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 86.39 | 89.13 | 85.19 | 84.70 | 86.48 | 87.97 | 86.07 | 42.66 | 87.75 | 86.18 | 90.49 | 87.17 | 87.09 | 86.08 | 87.04 | 87.81 | 88.04 | 89.00 | 87.64 | 89.65 | 75.20 | 88.80 | 88.97 | 87.35 | 88.37 | 86.02 |
| 26 | 372 | 16 | 0.10 | 48 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 83.61 | 87.75 | 86.01 | 79.09 | 88.49 | 89.67 | 85.60 | 87.04 | 89.68 | 86.97 | 90.60 | 86.18 | 87.70 | 87.07 | 88.43 | 88.71 | 89.49 | 87.69 | 42.66 | 87.53 | 87.93 | 87.46 | 72.56 | 85.83 | 85.20 | 87.21 |
| 27 | 372 | 16 | 0.10 | 48 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 87.00 | 85.52 | 87.56 | 87.97 | 87.32 | 88.52 | 89.09 | 88.13 | 86.24 | 86.71 | 89.34 | 91.15 | 87.59 | 89.55 | 90.45 | 88.77 | 88.55 | 87.76 | 87.21 | 92.27 | 87.66 | 88.78 | 88.23 | 87.99 | 88.00 | 87.91 |
| 44 | 372 | 16 | 0.10 | 64 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 86.10 | 85.01 | 86.57 | 76.14 | 84.82 | 88.06 | 86.78 | 78.57 | 85.90 | 87.95 | 91.95 | 90.70 | 87.33 | 86.18 | 87.65 | 85.41 | 86.87 | 89.42 | 88.08 | 92.05 | 87.94 | 87.24 | 89.03 | 88.34 | 81.16 | 89.31 |
| 45 | 372 | 16 | 0.10 | 64 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 86.29 | 84.28 | 86.83 | 87.23 | 86.73 | 90.79 | 86.02 | 89.60 | 88.82 | 88.68 | 88.48 | 89.63 | 87.08 | 87.08 | 88.05 | 88.59 | 89.46 | 88.71 | 88.62 | 91.07 | 87.84 | 89.29 | 88.56 | 89.23 | 89.19 | 86.83 |
| 46 | 372 | 16 | 0.10 | 64 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 86.43 | 87.88 | 84.51 | 87.26 | 86.63 | 87.85 | 86.70 | 87.73 | 88.73 | 86.00 | 88.60 | 92.22 | 87.69 | 89.16 | 89.36 | 88.56 | 86.40 | 87.68 | 88.69 | 88.80 | 87.40 | 84.03 | 88.39 | 86.59 | 89.06 | 89.21 |
| 47 | 372 | 16 | 0.10 | 64 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 85.59 | 85.91 | 87.46 | 87.14 | 87.03 | 90.76 | 86.29 | 89.10 | 88.68 | 87.07 | 88.02 | 87.49 | 88.21 | 86.64 | 90.77 | 88.32 | 89.55 | 88.15 | 87.68 | 90.73 | 89.28 | 89.20 | 85.76 | 87.90 | 90.27 | 75.40 |
| 64 | 372 | 16 | 0.10 | 32 | 0.00100 | 36 | 0.000000e+00 | 0.000000e+00 | 73.14 | 64.77 | 73.77 | 42.66 | 64.38 | 74.07 | 73.81 | 64.07 | 65.27 | 74.69 | 75.60 | 56.19 | 73.53 | 64.40 | 63.23 | 73.89 | 64.39 | 75.35 | 75.15 | 64.05 | 64.03 | 65.30 | 73.07 | 64.47 | 64.40 | 64.84 |
| 65 | 372 | 16 | 0.10 | 32 | 0.00100 | 36 | 0.000000e+00 | 1.000000e-08 | 74.10 | 73.95 | 65.33 | 72.98 | 74.11 | 69.55 | 74.73 | 64.59 | 73.00 | 74.88 | 74.40 | 74.67 | 69.85 | 74.47 | 63.07 | 71.09 | 63.20 | 74.79 | 74.94 | 62.94 | 62.64 | 63.67 | 55.51 | 63.84 | 64.04 | 64.49 |
| 66 | 372 | 16 | 0.10 | 32 | 0.00100 | 36 | 1.000000e-08 | 0.000000e+00 | 73.32 | 64.59 | 73.98 | 74.08 | 73.99 | 74.65 | 73.34 | 64.07 | 73.51 | 73.81 | 75.50 | 74.66 | 74.64 | 63.59 | 62.55 | 73.39 | 74.96 | 69.91 | 73.76 | 62.11 | 62.52 | 64.32 | 62.95 | 62.99 | 63.78 | 64.18 |
| 67 | 372 | 16 | 0.10 | 32 | 0.00100 | 36 | 1.000000e-08 | 1.000000e-08 | 73.14 | 64.84 | 72.63 | 64.84 | 73.31 | 55.73 | 73.09 | 74.18 | 74.32 | 65.14 | 74.93 | 74.64 | 70.22 | 74.78 | 63.43 | 85.52 | 63.58 | 74.73 | 64.25 | 75.28 | 63.56 | 64.64 | 73.90 | 64.45 | 65.14 | 64.70 |
| 84 | 372 | 16 | 0.10 | 48 | 0.00100 | 36 | 0.000000e+00 | 0.000000e+00 | 73.72 | 64.09 | 73.90 | 64.45 | 74.24 | 75.43 | 74.45 | 64.31 | 73.80 | 64.43 | 74.60 | 74.41 | 74.37 | 63.55 | 62.88 | 84.93 | 63.90 | 75.09 | 70.95 | 75.10 | 62.87 | 63.09 | 62.92 | 64.92 | 63.31 | 63.92 |
| 85 | 372 | 16 | 0.10 | 48 | 0.00100 | 36 | 0.000000e+00 | 1.000000e-08 | 73.84 | 73.58 | 73.13 | 63.99 | 74.56 | 74.20 | 73.88 | 75.16 | 74.17 | 74.92 | 73.88 | 63.22 | 74.49 | 75.16 | 42.66 | 73.56 | 62.68 | 74.93 | 74.15 | 63.45 | 62.33 | 64.38 | 63.83 | 64.06 | 64.53 | 63.80 |
| 86 | 372 | 16 | 0.10 | 48 | 0.00100 | 36 | 1.000000e-08 | 0.000000e+00 | 68.85 | 74.13 | 73.01 | 64.54 | 73.88 | 74.10 | 73.38 | 73.88 | 74.63 | 75.18 | 75.67 | 63.82 | 74.40 | 74.39 | 64.04 | 73.88 | 55.53 | 75.13 | 76.16 | 62.54 | 73.90 | 65.01 | 73.42 | 64.56 | 64.71 | 63.99 |
| 87 | 372 | 16 | 0.10 | 48 | 0.00100 | 36 | 1.000000e-08 | 1.000000e-08 | 74.04 | 64.52 | 73.25 | 74.12 | 74.27 | 74.69 | 73.62 | 63.87 | 74.79 | 74.85 | 74.42 | 74.65 | 74.90 | 74.62 | 75.61 | 74.64 | 74.91 | 75.00 | 74.86 | 75.37 | 64.12 | 64.17 | 63.37 | 63.85 | 63.67 | 64.22 |
| 104 | 372 | 16 | 0.10 | 64 | 0.00100 | 36 | 0.000000e+00 | 0.000000e+00 | 74.41 | 75.15 | 73.90 | 73.88 | 64.81 | 86.52 | 75.12 | 64.30 | 74.14 | 74.35 | 62.53 | 75.09 | 74.35 | 74.05 | 63.44 | 63.63 | 74.32 | 75.67 | 75.14 | 70.16 | 63.76 | 63.16 | 63.12 | 63.72 | 63.92 | 63.84 |
| 105 | 372 | 16 | 0.10 | 64 | 0.00100 | 36 | 0.000000e+00 | 1.000000e-08 | 73.91 | 64.81 | 74.60 | 64.96 | 68.33 | 84.86 | 74.43 | 63.11 | 73.69 | 86.58 | 75.45 | 63.23 | 73.59 | 75.20 | 64.07 | 70.19 | 74.79 | 74.16 | 75.88 | 74.30 | 63.55 | 62.31 | 62.21 | 63.69 | 62.98 | 64.01 |
| 106 | 372 | 16 | 0.10 | 64 | 0.00100 | 36 | 1.000000e-08 | 0.000000e+00 | 72.63 | 63.62 | 73.82 | 65.31 | 64.09 | 74.59 | 74.10 | 75.12 | 73.93 | 74.40 | 75.34 | 63.44 | 68.98 | 69.57 | 75.25 | 63.33 | 63.30 | 74.12 | 63.69 | 74.19 | 63.69 | 62.84 | 72.14 | 63.74 | 63.42 | 63.12 |
| 107 | 372 | 16 | 0.10 | 64 | 0.00100 | 36 | 1.000000e-08 | 1.000000e-08 | 73.63 | 64.18 | 72.82 | 64.65 | 74.09 | 74.14 | 74.93 | 74.62 | 75.48 | 73.84 | 74.42 | 75.19 | 75.19 | 64.31 | 64.31 | 73.90 | 63.65 | 64.07 | 62.94 | 75.35 | 64.24 | 63.31 | 64.52 | 64.31 | 62.71 | 63.57 |
| 124 | 372 | 16 | 0.10 | 32 | 0.00100 | 48 | 0.000000e+00 | 0.000000e+00 | 72.42 | 64.90 | 73.82 | 65.04 | 73.56 | 73.39 | 73.10 | 64.66 | 74.87 | 74.19 | 74.61 | 74.91 | 74.35 | 74.85 | 64.32 | 74.71 | 74.33 | 74.98 | 74.38 | 74.35 | 63.58 | 64.45 | 73.74 | 64.76 | 64.46 | 65.70 |
| 125 | 372 | 16 | 0.10 | 32 | 0.00100 | 48 | 0.000000e+00 | 1.000000e-08 | 73.85 | 64.79 | 72.93 | 63.37 | 73.86 | 74.92 | 69.15 | 64.52 | 74.41 | 74.29 | 75.13 | 63.27 | 75.14 | 74.83 | 63.50 | 74.60 | 74.60 | 73.93 | 75.08 | 63.26 | 73.42 | 63.28 | 64.49 | 64.76 | 64.36 | 64.29 |
| 126 | 372 | 16 | 0.10 | 32 | 0.00100 | 48 | 1.000000e-08 | 0.000000e+00 | 73.81 | 73.56 | 65.33 | 65.13 | 64.34 | 74.95 | 74.12 | 65.31 | 74.13 | 65.06 | 74.80 | 75.69 | 73.87 | 74.55 | 64.48 | 74.46 | 74.38 | 74.64 | 75.17 | 74.92 | 63.84 | 64.22 | 64.72 | 64.09 | 64.50 | 65.01 |
| 127 | 372 | 16 | 0.10 | 32 | 0.00100 | 48 | 1.000000e-08 | 1.000000e-08 | 72.92 | 65.76 | 71.83 | 64.55 | 64.57 | 74.85 | 73.12 | 74.37 | 74.36 | 56.36 | 63.67 | 63.21 | 74.70 | 63.10 | 64.07 | 75.15 | 63.55 | 74.89 | 64.13 | 63.50 | 64.00 | 64.57 | 63.59 | 65.47 | 63.75 | 64.68 |
| 144 | 372 | 16 | 0.10 | 48 | 0.00100 | 48 | 0.000000e+00 | 0.000000e+00 | 73.91 | 65.18 | 42.66 | 73.93 | 73.13 | 63.34 | 72.61 | 64.56 | 72.80 | 69.71 | 74.35 | 64.04 | 75.70 | 64.08 | 63.21 | 74.63 | 69.12 | 74.72 | 74.89 | 64.07 | 63.30 | 63.35 | 64.82 | 63.84 | 64.97 | 85.15 |
| 145 | 372 | 16 | 0.10 | 48 | 0.00100 | 48 | 0.000000e+00 | 1.000000e-08 | 74.10 | 65.80 | 72.88 | 65.03 | 73.38 | 64.00 | 73.07 | 74.57 | 74.87 | 71.14 | 74.17 | 73.86 | 74.63 | 73.35 | 63.82 | 68.79 | 63.82 | 74.36 | 75.15 | 74.59 | 62.94 | 63.37 | 63.31 | 64.29 | 63.86 | 64.12 |
| 146 | 372 | 16 | 0.10 | 48 | 0.00100 | 48 | 1.000000e-08 | 0.000000e+00 | 72.81 | 74.66 | 73.11 | 64.04 | 64.81 | 75.19 | 73.53 | 64.45 | 69.55 | 74.59 | 74.66 | 62.79 | 82.18 | 75.11 | 62.94 | 74.97 | 63.83 | 74.34 | 62.96 | 75.41 | 73.10 | 64.12 | 63.89 | 64.45 | 73.23 | 64.85 |
| 147 | 372 | 16 | 0.10 | 48 | 0.00100 | 48 | 1.000000e-08 | 1.000000e-08 | 73.43 | 72.63 | 73.49 | 63.77 | 74.37 | 74.45 | 73.61 | 74.65 | 69.25 | 74.61 | 74.16 | 62.91 | 75.00 | 74.62 | 55.78 | 75.21 | 62.80 | 74.75 | 74.91 | 63.19 | 63.17 | 63.38 | 64.55 | 64.17 | 63.87 | 64.41 |
| 164 | 372 | 16 | 0.10 | 64 | 0.00100 | 48 | 0.000000e+00 | 0.000000e+00 | 73.64 | 64.07 | 74.38 | 64.81 | 74.41 | 75.13 | 74.31 | 63.95 | 74.77 | 74.34 | 74.38 | 75.11 | 74.37 | 74.86 | 63.92 | 75.81 | 63.84 | 69.62 | 74.11 | 74.15 | 73.64 | 65.15 | 74.16 | 64.06 | 64.06 | 63.79 |
| 165 | 372 | 16 | 0.10 | 64 | 0.00100 | 48 | 0.000000e+00 | 1.000000e-08 | 74.15 | 73.97 | 73.92 | 73.87 | 74.11 | 73.94 | 73.36 | 73.91 | 69.54 | 75.11 | 75.30 | 74.41 | 74.92 | 75.49 | 64.37 | 74.09 | 63.58 | 75.88 | 74.16 | 63.72 | 62.16 | 63.11 | 72.92 | 62.82 | 63.92 | 64.55 |
| 166 | 372 | 16 | 0.10 | 64 | 0.00100 | 48 | 1.000000e-08 | 0.000000e+00 | 73.86 | 73.37 | 72.88 | 74.14 | 73.63 | 74.36 | 73.54 | 74.68 | 87.59 | 63.97 | 63.44 | 74.14 | 73.57 | 63.26 | 64.31 | 74.38 | 63.86 | 74.81 | 74.58 | 63.33 | 63.56 | 65.21 | 64.28 | 63.75 | 64.35 | 64.45 |
| 167 | 372 | 16 | 0.10 | 64 | 0.00100 | 48 | 1.000000e-08 | 1.000000e-08 | 73.58 | 74.66 | 73.68 | 64.04 | 63.93 | 63.17 | 72.63 | 74.37 | 75.90 | 74.16 | 75.09 | 75.41 | 73.85 | 64.07 | 62.92 | 71.09 | 62.58 | 73.87 | 74.60 | 62.71 | 63.38 | 64.17 | 63.19 | 64.03 | 63.45 | 63.54 |
| 184 | 372 | 16 | 0.10 | 32 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 85.19 | 78.47 | 84.86 | 86.65 | 82.74 | 85.76 | 88.07 | 86.90 | 85.60 | 87.60 | 88.17 | 88.50 | 87.01 | 87.23 | 85.71 | 89.06 | 88.23 | 88.13 | 87.62 | 87.49 | 68.42 | 88.02 | 74.86 | 86.77 | 73.81 | 85.36 |
| 185 | 372 | 16 | 0.10 | 32 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 84.68 | 85.24 | 87.03 | 87.83 | 86.33 | 88.46 | 88.58 | 86.54 | 87.58 | 85.56 | 86.92 | 91.17 | 87.61 | 87.56 | 74.36 | 86.66 | 86.65 | 87.01 | 90.15 | 90.17 | 88.25 | 87.63 | 86.53 | 87.13 | 87.44 | 86.19 |
| 186 | 372 | 16 | 0.10 | 32 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 87.20 | 86.44 | 85.78 | 84.43 | 87.37 | 87.90 | 85.00 | 88.09 | 86.14 | 90.14 | 90.62 | 86.79 | 86.06 | 87.25 | 89.01 | 88.20 | 86.81 | 86.99 | 88.61 | 87.72 | 85.99 | 87.31 | 88.65 | 87.17 | 88.47 | 86.89 |
| 187 | 372 | 16 | 0.10 | 32 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 86.15 | 87.18 | 82.23 | 85.33 | 74.79 | 88.25 | 87.18 | 74.40 | 86.07 | 87.69 | 89.07 | 88.35 | 86.84 | 86.39 | 87.64 | 87.20 | 87.43 | 88.53 | 89.70 | 87.97 | 87.37 | 74.56 | 88.08 | 75.01 | 87.83 | 87.83 |
| 204 | 372 | 16 | 0.10 | 48 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 87.06 | 87.63 | 86.56 | 86.59 | 89.19 | 88.56 | 85.99 | 87.42 | 85.85 | 87.48 | 89.54 | 87.82 | 87.79 | 88.76 | 88.37 | 88.41 | 87.50 | 87.62 | 86.17 | 88.72 | 88.71 | 42.66 | 87.18 | 87.49 | 86.75 | 87.97 |
| 205 | 372 | 16 | 0.10 | 48 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 86.56 | 86.51 | 87.51 | 86.33 | 87.04 | 88.54 | 87.96 | 88.34 | 86.36 | 88.05 | 89.84 | 90.17 | 88.40 | 89.12 | 85.04 | 86.81 | 86.38 | 87.86 | 87.07 | 87.45 | 87.70 | 88.61 | 88.49 | 89.55 | 90.35 | 88.69 |
| 206 | 372 | 16 | 0.10 | 48 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 85.70 | 88.81 | 86.97 | 86.81 | 84.18 | 91.05 | 86.77 | 90.14 | 85.01 | 86.65 | 89.44 | 88.72 | 86.56 | 89.05 | 89.58 | 87.72 | 87.94 | 87.92 | 89.82 | 88.56 | 87.86 | 89.04 | 86.14 | 76.15 | 88.36 | 87.30 |
| 207 | 372 | 16 | 0.10 | 48 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 87.96 | 87.76 | 86.79 | 84.90 | 85.63 | 88.21 | 86.67 | 88.63 | 86.60 | 86.93 | 88.88 | 90.45 | 88.93 | 89.63 | 89.66 | 89.92 | 85.92 | 88.83 | 90.21 | 89.60 | 88.04 | 88.28 | 88.96 | 88.60 | 87.56 | 87.89 |
| 224 | 372 | 16 | 0.10 | 64 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 86.95 | 85.40 | 86.71 | 84.48 | 89.19 | 89.14 | 85.27 | 85.05 | 87.90 | 86.91 | 89.04 | 90.13 | 86.37 | 87.26 | 88.16 | 86.14 | 86.71 | 88.14 | 89.95 | 90.29 | 88.04 | 78.85 | 73.45 | 88.95 | 88.21 | 88.13 |
| 225 | 372 | 16 | 0.10 | 64 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 88.42 | 86.23 | 88.32 | 88.60 | 87.66 | 88.37 | 88.20 | 87.11 | 87.94 | 85.34 | 87.91 | 87.57 | 87.50 | 84.81 | 89.18 | 89.67 | 87.28 | 88.47 | 89.32 | 88.99 | 89.29 | 90.02 | 88.39 | 88.43 | 88.53 | 88.89 |
| 226 | 372 | 16 | 0.10 | 64 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 85.07 | 86.78 | 87.12 | 84.70 | 84.56 | 91.03 | 87.28 | 84.58 | 86.66 | 88.61 | 91.25 | 88.19 | 88.45 | 88.07 | 87.94 | 88.76 | 88.86 | 86.86 | 88.59 | 91.87 | 87.48 | 87.95 | 86.26 | 88.94 | 88.14 | 89.89 |
| 227 | 372 | 16 | 0.10 | 64 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 86.78 | 86.41 | 84.15 | 84.81 | 85.54 | 87.89 | 88.69 | 87.24 | 87.41 | 88.43 | 90.76 | 90.09 | 88.51 | 89.40 | 87.21 | 87.74 | 88.26 | 88.46 | 90.23 | 90.22 | 87.96 | 89.03 | 87.78 | 88.50 | 85.98 | 88.23 |
| 244 | 372 | 16 | 0.10 | 32 | 0.00001 | 36 | 0.000000e+00 | 0.000000e+00 | 72.53 | 74.56 | 55.64 | 65.54 | 65.01 | 63.41 | 64.32 | 64.94 | 74.59 | 65.65 | 75.83 | 64.05 | 74.90 | 63.53 | 64.08 | 73.84 | 63.88 | 54.84 | 69.47 | 63.17 | 63.88 | 65.14 | 62.90 | 64.41 | 64.59 | 65.46 |
| 245 | 372 | 16 | 0.10 | 32 | 0.00001 | 36 | 0.000000e+00 | 1.000000e-08 | 73.72 | 73.98 | 64.74 | 64.32 | 65.31 | 75.36 | 74.13 | 64.59 | 73.22 | 74.03 | 75.36 | 71.11 | 74.70 | 74.87 | 63.39 | 74.38 | 63.83 | 74.33 | 75.24 | 74.82 | 63.61 | 63.59 | 63.13 | 63.97 | 64.53 | 63.76 |
| 246 | 372 | 16 | 0.10 | 32 | 0.00001 | 36 | 1.000000e-08 | 0.000000e+00 | 74.18 | 64.57 | 64.37 | 65.18 | 65.21 | 75.97 | 73.32 | 74.86 | 74.27 | 64.97 | 56.53 | 74.89 | 73.82 | 73.89 | 63.93 | 74.37 | 63.30 | 73.88 | 75.22 | 63.03 | 63.81 | 63.40 | 73.90 | 63.67 | 64.54 | 63.69 |
| 247 | 372 | 16 | 0.10 | 32 | 0.00001 | 36 | 1.000000e-08 | 1.000000e-08 | 73.61 | 73.85 | 73.79 | 63.79 | 64.70 | 75.35 | 74.59 | 65.16 | 74.57 | 73.63 | 74.62 | 74.88 | 73.39 | 74.69 | 63.09 | 74.64 | 74.52 | 74.78 | 74.15 | 74.39 | 62.51 | 63.89 | 72.14 | 62.95 | 73.10 | 64.38 |
| 264 | 372 | 16 | 0.10 | 48 | 0.00001 | 36 | 0.000000e+00 | 0.000000e+00 | 73.41 | 74.70 | 73.35 | 65.01 | 64.34 | 74.34 | 73.95 | 64.56 | 74.67 | 63.14 | 74.12 | 74.97 | 75.20 | 74.51 | 64.25 | 84.09 | 62.77 | 83.60 | 63.14 | 63.15 | 64.01 | 64.31 | 64.17 | 64.89 | 64.47 | 69.52 |
| 265 | 372 | 16 | 0.10 | 48 | 0.00001 | 36 | 0.000000e+00 | 1.000000e-08 | 73.14 | 74.07 | 74.63 | 73.62 | 74.61 | 74.83 | 73.39 | 64.35 | 74.63 | 74.60 | 74.65 | 74.94 | 75.16 | 75.17 | 62.94 | 74.64 | 62.72 | 75.01 | 74.16 | 63.80 | 63.31 | 63.69 | 72.88 | 63.82 | 62.88 | 63.52 |
| 266 | 372 | 16 | 0.10 | 48 | 0.00001 | 36 | 1.000000e-08 | 0.000000e+00 | 74.37 | 64.19 | 74.62 | 63.45 | 63.79 | 73.92 | 85.01 | 63.77 | 74.69 | 63.94 | 75.44 | 63.19 | 89.32 | 74.69 | 62.56 | 75.12 | 75.07 | 74.67 | 74.88 | 74.87 | 63.48 | 64.91 | 64.40 | 62.91 | 64.13 | 62.73 |
| 267 | 372 | 16 | 0.10 | 48 | 0.00001 | 36 | 1.000000e-08 | 1.000000e-08 | 73.70 | 64.09 | 73.24 | 64.39 | 74.38 | 75.16 | 75.21 | 56.14 | 63.94 | 65.04 | 74.43 | 75.37 | 74.90 | 74.39 | 62.84 | 74.36 | 74.60 | 74.62 | 74.70 | 74.54 | 63.56 | 63.65 | 73.39 | 64.17 | 63.62 | 64.42 |
| 284 | 372 | 16 | 0.10 | 64 | 0.00001 | 36 | 0.000000e+00 | 0.000000e+00 | 73.82 | 65.50 | 74.39 | 64.09 | 74.85 | 75.49 | 73.44 | 74.93 | 73.84 | 74.59 | 74.41 | 74.65 | 74.37 | 74.89 | 64.04 | 75.19 | 74.77 | 73.85 | 74.66 | 62.96 | 62.52 | 63.42 | 73.62 | 64.78 | 63.53 | 64.61 |
| 285 | 372 | 16 | 0.10 | 64 | 0.00001 | 36 | 0.000000e+00 | 1.000000e-08 | 72.64 | 69.81 | 73.62 | 74.09 | 74.67 | 74.60 | 73.65 | 74.46 | 74.66 | 64.52 | 73.87 | 62.66 | 73.98 | 74.16 | 75.79 | 73.60 | 74.91 | 74.68 | 70.43 | 74.15 | 62.16 | 63.76 | 63.76 | 64.27 | 63.79 | 64.28 |
| 286 | 372 | 16 | 0.10 | 64 | 0.00001 | 36 | 1.000000e-08 | 0.000000e+00 | 73.62 | 63.89 | 73.88 | 73.39 | 74.61 | 74.02 | 74.11 | 74.51 | 62.88 | 75.07 | 75.46 | 63.54 | 75.16 | 73.80 | 65.06 | 75.11 | 63.05 | 64.76 | 74.27 | 62.75 | 73.97 | 63.49 | 74.49 | 63.32 | 63.29 | 63.85 |
| 287 | 372 | 16 | 0.10 | 64 | 0.00001 | 36 | 1.000000e-08 | 1.000000e-08 | 73.91 | 74.11 | 73.66 | 64.43 | 74.37 | 74.37 | 73.95 | 63.46 | 86.92 | 75.11 | 74.86 | 69.80 | 74.36 | 63.10 | 74.63 | 73.62 | 64.07 | 75.36 | 74.87 | 62.70 | 62.85 | 63.51 | 63.16 | 63.74 | 64.42 | 63.92 |
| 304 | 372 | 16 | 0.10 | 32 | 0.00001 | 48 | 0.000000e+00 | 0.000000e+00 | 73.35 | 73.22 | 74.00 | 64.26 | 64.32 | 74.11 | 73.26 | 56.64 | 73.18 | 63.61 | 75.13 | 63.58 | 74.44 | 74.28 | 64.29 | 74.61 | 64.15 | 75.32 | 75.17 | 63.93 | 62.98 | 64.84 | 64.55 | 64.32 | 64.61 | 64.45 |
| 305 | 372 | 16 | 0.10 | 32 | 0.00001 | 48 | 0.000000e+00 | 1.000000e-08 | 73.43 | 73.03 | 64.99 | 73.10 | 73.57 | 69.96 | 73.19 | 64.82 | 72.89 | 73.38 | 63.64 | 65.03 | 73.05 | 74.26 | 64.51 | 84.52 | 64.07 | 74.78 | 73.84 | 64.31 | 72.94 | 64.37 | 64.17 | 64.70 | 65.96 | 64.38 |
| 306 | 372 | 16 | 0.10 | 32 | 0.00001 | 48 | 1.000000e-08 | 0.000000e+00 | 73.38 | 64.70 | 64.57 | 64.68 | 65.49 | 75.60 | 73.60 | 73.38 | 74.58 | 64.31 | 63.94 | 64.31 | 56.49 | 74.56 | 62.95 | 75.07 | 75.18 | 73.93 | 74.91 | 55.53 | 63.72 | 63.64 | 63.06 | 63.45 | 64.07 | 64.12 |
| 307 | 372 | 16 | 0.10 | 32 | 0.00001 | 48 | 1.000000e-08 | 1.000000e-08 | 72.64 | 75.04 | 73.46 | 64.29 | 73.33 | 74.73 | 74.80 | 64.31 | 74.10 | 74.12 | 74.60 | 75.69 | 74.65 | 73.54 | 75.28 | 74.66 | 75.61 | 74.85 | 74.38 | 74.87 | 63.80 | 65.05 | 64.90 | 64.97 | 64.34 | 65.36 |
| 324 | 372 | 16 | 0.10 | 48 | 0.00001 | 48 | 0.000000e+00 | 0.000000e+00 | 73.35 | 64.52 | 72.81 | 64.97 | 74.56 | 74.91 | 86.53 | 62.82 | 73.08 | 74.16 | 64.32 | 63.20 | 74.56 | 63.19 | 63.50 | 75.05 | 74.62 | 71.47 | 75.18 | 63.59 | 63.74 | 63.72 | 62.70 | 65.35 | 63.72 | 64.22 |
| 325 | 372 | 16 | 0.10 | 48 | 0.00001 | 48 | 0.000000e+00 | 1.000000e-08 | 72.65 | 75.02 | 73.51 | 73.86 | 73.06 | 74.61 | 73.41 | 64.51 | 64.32 | 74.60 | 74.40 | 63.44 | 73.99 | 74.94 | 75.48 | 73.83 | 62.37 | 75.17 | 74.54 | 74.12 | 73.13 | 63.14 | 63.41 | 64.00 | 64.76 | 63.92 |
| 326 | 372 | 16 | 0.10 | 48 | 0.00001 | 48 | 1.000000e-08 | 0.000000e+00 | 74.10 | 64.20 | 73.13 | 64.59 | 74.06 | 62.64 | 72.61 | 64.27 | 70.39 | 75.11 | 75.51 | 74.91 | 75.28 | 74.88 | 63.74 | 69.66 | 63.37 | 75.14 | 74.86 | 63.10 | 63.68 | 62.57 | 73.98 | 63.54 | 63.97 | 64.33 |
| 327 | 372 | 16 | 0.10 | 48 | 0.00001 | 48 | 1.000000e-08 | 1.000000e-08 | 73.32 | 65.43 | 72.90 | 64.57 | 74.01 | 74.41 | 74.11 | 64.29 | 74.18 | 74.36 | 74.17 | 75.41 | 73.81 | 74.35 | 64.20 | 86.04 | 64.06 | 74.84 | 74.89 | 73.57 | 63.52 | 63.89 | 73.29 | 64.98 | 64.26 | 63.28 |
| 344 | 372 | 16 | 0.10 | 64 | 0.00001 | 48 | 0.000000e+00 | 0.000000e+00 | 66.47 | 74.18 | 73.66 | 64.54 | 64.82 | 74.10 | 86.23 | 64.47 | 74.66 | 73.37 | 75.29 | 62.75 | 74.38 | 62.82 | 62.54 | 75.16 | 62.59 | 74.84 | 75.43 | 62.61 | 62.01 | 63.69 | 71.93 | 63.53 | 63.65 | 62.74 |
| 345 | 372 | 16 | 0.10 | 64 | 0.00001 | 48 | 0.000000e+00 | 1.000000e-08 | 73.12 | 73.13 | 73.63 | 64.43 | 74.23 | 74.87 | 73.67 | 63.95 | 74.37 | 64.72 | 62.68 | 63.59 | 69.82 | 64.32 | 63.77 | 74.32 | 63.71 | 74.38 | 74.30 | 63.21 | 64.12 | 64.53 | 72.81 | 63.46 | 63.91 | 63.77 |
| 346 | 372 | 16 | 0.10 | 64 | 0.00001 | 48 | 1.000000e-08 | 0.000000e+00 | 73.19 | 64.35 | 73.87 | 65.38 | 74.12 | 70.58 | 73.45 | 64.79 | 74.14 | 73.61 | 63.11 | 63.28 | 74.17 | 64.27 | 64.05 | 86.28 | 63.72 | 64.41 | 73.83 | 74.34 | 63.62 | 65.30 | 72.63 | 63.99 | 64.40 | 64.49 |
| 347 | 372 | 16 | 0.10 | 64 | 0.00001 | 48 | 1.000000e-08 | 1.000000e-08 | 73.12 | 73.39 | 73.87 | 74.35 | 74.62 | 74.59 | 74.68 | 63.31 | 64.20 | 74.37 | 75.15 | 74.90 | 87.01 | 75.23 | 64.09 | 73.68 | 64.16 | 73.81 | 74.37 | 75.14 | 73.62 | 62.18 | 63.15 | 64.07 | 63.67 | 62.90 |
| 364 | 372 | 16 | 0.01 | 32 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 87.50 | 89.72 | 87.39 | 76.91 | 88.89 | 89.65 | 87.33 | 90.05 | 89.65 | 88.77 | 90.38 | 91.71 | 90.26 | 89.25 | 89.94 | 90.59 | 90.68 | 89.92 | 89.34 | 90.42 | 89.58 | 89.84 | 89.00 | 89.30 | 89.15 | 89.35 |
| 365 | 372 | 16 | 0.01 | 32 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 90.32 | 89.76 | 89.41 | 89.64 | 89.15 | 90.16 | 89.44 | 89.98 | 88.37 | 90.26 | 90.06 | 90.00 | 88.92 | 88.78 | 89.58 | 90.29 | 91.02 | 89.49 | 91.76 | 89.54 | 90.20 | 88.83 | 89.65 | 90.80 | 90.04 | 89.05 |
| 366 | 372 | 16 | 0.01 | 32 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 89.78 | 77.79 | 88.20 | 90.22 | 88.59 | 90.99 | 88.70 | 89.64 | 89.64 | 90.17 | 89.45 | 89.87 | 89.24 | 89.96 | 89.07 | 89.22 | 90.91 | 88.95 | 90.89 | 91.31 | 89.05 | 89.81 | 88.64 | 88.86 | 89.15 | 88.90 |
| 367 | 372 | 16 | 0.01 | 32 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 88.97 | 88.43 | 89.12 | 89.00 | 89.12 | 89.42 | 90.48 | 89.81 | 89.49 | 89.15 | 92.17 | 91.02 | 88.54 | 87.55 | 87.09 | 89.70 | 88.53 | 89.22 | 89.22 | 90.89 | 88.53 | 88.95 | 88.36 | 90.89 | 89.43 | 89.61 |
| 384 | 372 | 16 | 0.01 | 48 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 89.42 | 77.02 | 89.09 | 90.02 | 87.83 | 91.21 | 89.63 | 89.17 | 87.54 | 88.68 | 90.63 | 91.77 | 89.36 | 88.28 | 89.84 | 88.89 | 88.81 | 89.74 | 90.20 | 91.27 | 90.39 | 89.14 | 88.79 | 87.72 | 89.76 | 90.91 |
| 385 | 372 | 16 | 0.01 | 48 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 89.31 | 87.21 | 89.67 | 88.66 | 89.61 | 89.43 | 88.35 | 89.40 | 89.60 | 91.18 | 91.03 | 90.33 | 89.95 | 89.26 | 89.52 | 89.69 | 88.47 | 89.73 | 89.62 | 89.21 | 89.01 | 89.67 | 89.77 | 88.80 | 91.36 | 88.92 |
| 386 | 372 | 16 | 0.01 | 48 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 89.16 | 89.67 | 89.33 | 89.47 | 89.52 | 89.18 | 90.50 | 89.51 | 90.09 | 90.66 | 90.03 | 89.62 | 90.05 | 90.09 | 88.48 | 87.73 | 89.55 | 88.87 | 89.50 | 91.21 | 90.02 | 90.42 | 89.23 | 89.84 | 88.24 | 90.14 |
| 387 | 372 | 16 | 0.01 | 48 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 88.42 | 89.57 | 89.57 | 90.41 | 90.18 | 89.85 | 88.23 | 89.34 | 89.43 | 89.66 | 91.75 | 90.85 | 90.67 | 87.54 | 89.88 | 89.07 | 89.99 | 89.11 | 90.46 | 90.10 | 89.89 | 90.50 | 88.38 | 89.29 | 91.07 | 89.50 |
| 404 | 372 | 16 | 0.01 | 64 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 89.38 | 89.27 | 88.23 | 90.31 | 87.54 | 90.49 | 88.74 | 89.14 | 88.46 | 89.34 | 90.20 | 91.06 | 88.37 | 88.43 | 89.08 | 88.42 | 88.52 | 87.97 | 91.84 | 91.23 | 87.90 | 89.08 | 89.07 | 89.04 | 89.25 | 89.69 |
| 405 | 372 | 16 | 0.01 | 64 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 90.51 | 89.27 | 88.12 | 87.94 | 90.37 | 90.02 | 87.55 | 91.39 | 88.88 | 88.63 | 89.32 | 89.41 | 89.49 | 89.32 | 90.07 | 90.14 | 91.81 | 90.59 | 88.56 | 90.11 | 88.85 | 90.47 | 88.84 | 90.19 | 87.97 | 89.33 |
| 406 | 372 | 16 | 0.01 | 64 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 88.23 | 86.75 | 88.17 | 89.60 | 89.92 | 89.66 | 88.41 | 91.22 | 89.91 | 89.58 | 90.11 | 91.17 | 89.90 | 90.08 | 89.62 | 89.14 | 89.43 | 89.03 | 89.39 | 91.63 | 89.02 | 89.65 | 88.69 | 77.96 | 89.93 | 89.56 |
| 407 | 372 | 16 | 0.01 | 64 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 89.74 | 88.31 | 87.99 | 89.40 | 88.55 | 88.72 | 90.09 | 89.12 | 88.88 | 90.04 | 91.76 | 91.75 | 89.60 | 89.22 | 88.94 | 91.22 | 89.02 | 90.56 | 89.43 | 90.57 | 88.38 | 89.60 | 88.55 | 89.41 | 91.23 | 88.32 |
| 424 | 372 | 16 | 0.01 | 32 | 0.00100 | 36 | 0.000000e+00 | 0.000000e+00 | 73.73 | 68.87 | 64.27 | 64.22 | 64.02 | 63.89 | 73.10 | 70.11 | 64.40 | 63.80 | 63.82 | 62.45 | 69.53 | 63.20 | 64.16 | 74.01 | 73.72 | 73.94 | 76.06 | 74.08 | 62.49 | 56.92 | 74.27 | 63.74 | 64.54 | 64.26 |
| 425 | 372 | 16 | 0.01 | 32 | 0.00100 | 36 | 0.000000e+00 | 1.000000e-08 | 65.10 | 65.60 | 73.98 | 64.41 | 65.31 | 64.07 | 72.84 | 64.74 | 69.40 | 64.01 | 74.37 | 64.02 | 73.94 | 63.14 | 64.55 | 73.06 | 63.90 | 69.50 | 63.64 | 74.62 | 73.07 | 64.77 | 64.95 | 63.68 | 63.99 | 64.91 |
| 426 | 372 | 16 | 0.01 | 32 | 0.00100 | 36 | 1.000000e-08 | 0.000000e+00 | 74.16 | 65.34 | 65.47 | 64.29 | 66.79 | 64.49 | 71.85 | 64.08 | 64.42 | 65.03 | 64.26 | 74.18 | 72.66 | 64.31 | 62.71 | 73.17 | 64.13 | 63.84 | 75.33 | 75.30 | 66.45 | 64.01 | 72.14 | 64.78 | 69.61 | 65.20 |
| 427 | 372 | 16 | 0.01 | 32 | 0.00100 | 36 | 1.000000e-08 | 1.000000e-08 | 65.22 | 87.90 | 65.01 | 65.52 | 65.09 | 74.71 | 67.89 | 68.22 | 68.94 | 64.20 | 74.76 | 74.01 | 72.61 | 64.87 | 63.90 | 69.21 | 63.40 | 74.31 | 75.32 | 63.10 | 63.73 | 53.58 | 72.91 | 63.97 | 65.48 | 64.97 |
| 444 | 372 | 16 | 0.01 | 48 | 0.00100 | 36 | 0.000000e+00 | 0.000000e+00 | 65.81 | 65.01 | 68.14 | 65.13 | 68.17 | 66.73 | 69.23 | 69.90 | 63.12 | 63.13 | 63.24 | 63.52 | 72.86 | 63.08 | 62.94 | 70.07 | 69.19 | 68.67 | 68.52 | 62.94 | 63.95 | 64.32 | 65.25 | 63.21 | 64.36 | 63.92 |
| 445 | 372 | 16 | 0.01 | 48 | 0.00100 | 36 | 0.000000e+00 | 1.000000e-08 | 69.33 | 64.56 | 65.60 | 64.34 | 65.49 | 63.82 | 69.05 | 63.00 | 68.96 | 65.26 | 63.67 | 62.84 | 71.92 | 73.60 | 64.36 | 63.94 | 63.44 | 49.63 | 75.23 | 70.98 | 52.76 | 64.40 | 65.58 | 64.81 | 65.78 | 63.88 |
| 446 | 372 | 16 | 0.01 | 48 | 0.00100 | 36 | 1.000000e-08 | 0.000000e+00 | 73.35 | 64.22 | 69.45 | 64.75 | 65.06 | 65.77 | 73.52 | 64.57 | 63.74 | 56.19 | 74.79 | 75.48 | 69.09 | 64.08 | 64.05 | 69.07 | 63.01 | 71.11 | 68.72 | 68.25 | 64.47 | 64.17 | 74.39 | 65.03 | 74.41 | 64.55 |
| 447 | 372 | 16 | 0.01 | 48 | 0.00100 | 36 | 1.000000e-08 | 1.000000e-08 | 66.27 | 65.53 | 68.28 | 64.95 | 64.79 | 63.76 | 68.82 | 65.04 | 64.65 | 64.57 | 68.28 | 74.73 | 72.86 | 68.53 | 63.56 | 69.04 | 52.67 | 69.12 | 75.32 | 62.25 | 72.88 | 53.87 | 64.32 | 63.61 | 64.49 | 63.77 |
| 464 | 372 | 16 | 0.01 | 64 | 0.00100 | 36 | 0.000000e+00 | 0.000000e+00 | 74.42 | 65.36 | 69.93 | 65.56 | 65.01 | 67.84 | 71.72 | 64.34 | 65.37 | 64.66 | 74.35 | 63.80 | 72.59 | 63.56 | 54.07 | 73.55 | 63.47 | 68.59 | 69.63 | 62.94 | 65.43 | 64.51 | 65.59 | 56.57 | 64.90 | 64.63 |
| 465 | 372 | 16 | 0.01 | 64 | 0.00100 | 36 | 0.000000e+00 | 1.000000e-08 | 73.86 | 65.40 | 66.06 | 65.26 | 65.28 | 74.82 | 72.61 | 63.68 | 64.13 | 56.13 | 63.66 | 62.33 | 65.03 | 62.93 | 62.87 | 73.20 | 63.55 | 63.01 | 75.42 | 63.85 | 64.53 | 64.04 | 73.98 | 63.65 | 64.34 | 65.73 |
| 466 | 372 | 16 | 0.01 | 64 | 0.00100 | 36 | 1.000000e-08 | 0.000000e+00 | 65.85 | 65.34 | 65.26 | 65.30 | 64.81 | 64.32 | 72.55 | 64.56 | 69.16 | 64.33 | 69.15 | 63.56 | 73.63 | 64.26 | 63.32 | 69.53 | 68.11 | 69.68 | 63.82 | 63.82 | 53.14 | 52.55 | 72.89 | 63.69 | 64.72 | 64.64 |
| 467 | 372 | 16 | 0.01 | 64 | 0.00100 | 36 | 1.000000e-08 | 1.000000e-08 | 66.22 | 69.02 | 64.56 | 64.88 | 65.16 | 75.06 | 72.78 | 65.18 | 69.89 | 65.70 | 69.27 | 69.38 | 52.74 | 65.27 | 54.79 | 73.08 | 54.15 | 73.81 | 63.74 | 74.14 | 64.05 | 64.83 | 53.26 | 69.58 | 64.47 | 65.62 |
| 484 | 372 | 16 | 0.01 | 32 | 0.00100 | 48 | 0.000000e+00 | 0.000000e+00 | 65.81 | 65.56 | 65.59 | 64.62 | 65.01 | 75.10 | 73.38 | 65.23 | 64.71 | 65.26 | 66.65 | 69.69 | 72.62 | 63.28 | 63.42 | 69.57 | 69.66 | 62.41 | 75.17 | 74.26 | 63.70 | 64.08 | 72.28 | 69.46 | 64.56 | 64.09 |
| 485 | 372 | 16 | 0.01 | 32 | 0.00100 | 48 | 0.000000e+00 | 1.000000e-08 | 66.91 | 65.57 | 68.67 | 64.59 | 64.80 | 68.83 | 73.61 | 70.42 | 70.46 | 60.76 | 69.98 | 67.77 | 70.40 | 62.92 | 63.26 | 72.03 | 73.62 | 70.13 | 64.64 | 75.39 | 63.81 | 63.97 | 64.46 | 65.04 | 52.65 | 65.15 |
| 486 | 372 | 16 | 0.01 | 32 | 0.00100 | 48 | 1.000000e-08 | 0.000000e+00 | 65.39 | 65.38 | 67.86 | 64.44 | 65.27 | 67.43 | 73.06 | 64.45 | 68.44 | 65.12 | 64.22 | 69.37 | 64.75 | 73.07 | 63.59 | 64.59 | 54.78 | 63.83 | 74.38 | 75.05 | 63.16 | 65.04 | 64.49 | 64.01 | 65.33 | 63.74 |
| 487 | 372 | 16 | 0.01 | 32 | 0.00100 | 48 | 1.000000e-08 | 1.000000e-08 | 68.34 | 64.40 | 64.97 | 63.60 | 86.47 | 63.61 | 73.54 | 69.67 | 63.16 | 64.49 | 75.43 | 74.05 | 73.38 | 63.22 | 63.06 | 64.79 | 62.63 | 62.57 | 74.73 | 75.54 | 62.20 | 62.88 | 64.52 | 64.22 | 63.16 | 64.40 |
| 504 | 372 | 16 | 0.01 | 48 | 0.00100 | 48 | 0.000000e+00 | 0.000000e+00 | 74.10 | 69.74 | 65.13 | 64.41 | 65.11 | 63.64 | 71.79 | 64.25 | 69.16 | 64.56 | 68.60 | 63.80 | 73.41 | 69.99 | 63.56 | 64.62 | 73.67 | 69.74 | 64.53 | 63.28 | 66.93 | 54.58 | 73.33 | 65.00 | 64.23 | 64.07 |
| 505 | 372 | 16 | 0.01 | 48 | 0.00100 | 48 | 0.000000e+00 | 1.000000e-08 | 66.82 | 65.09 | 64.37 | 64.38 | 64.53 | 67.40 | 68.36 | 65.16 | 69.37 | 64.19 | 75.35 | 63.81 | 72.85 | 63.86 | 63.27 | 67.71 | 63.29 | 71.05 | 64.31 | 74.95 | 54.66 | 63.41 | 73.39 | 63.82 | 62.96 | 64.05 |
| 506 | 372 | 16 | 0.01 | 48 | 0.00100 | 48 | 1.000000e-08 | 0.000000e+00 | 65.48 | 62.77 | 69.23 | 65.43 | 68.16 | 74.87 | 73.54 | 64.53 | 69.59 | 63.95 | 63.14 | 63.57 | 73.22 | 63.55 | 63.96 | 70.00 | 73.11 | 64.05 | 75.42 | 69.92 | 53.42 | 65.37 | 63.78 | 63.92 | 63.46 | 65.04 |
| 507 | 372 | 16 | 0.01 | 48 | 0.00100 | 48 | 1.000000e-08 | 1.000000e-08 | 66.35 | 64.40 | 65.20 | 64.65 | 64.76 | 63.84 | 73.99 | 65.15 | 65.57 | 69.12 | 67.84 | 70.69 | 72.00 | 73.29 | 63.93 | 73.66 | 63.27 | 64.38 | 74.57 | 75.02 | 64.57 | 63.67 | 54.57 | 68.57 | 72.06 | 65.29 |
| 524 | 372 | 16 | 0.01 | 64 | 0.00100 | 48 | 0.000000e+00 | 0.000000e+00 | 73.60 | 64.40 | 64.56 | 64.62 | 65.12 | 63.32 | 69.49 | 64.26 | 56.78 | 65.80 | 63.49 | 63.76 | 69.27 | 63.15 | 62.76 | 68.18 | 63.11 | 67.68 | 75.23 | 63.77 | 55.89 | 62.46 | 73.42 | 64.02 | 63.76 | 56.15 |
| 525 | 372 | 16 | 0.01 | 64 | 0.00100 | 48 | 0.000000e+00 | 1.000000e-08 | 73.71 | 64.42 | 69.26 | 63.50 | 69.20 | 63.54 | 64.27 | 54.53 | 69.69 | 64.84 | 63.01 | 60.85 | 70.17 | 63.00 | 62.79 | 67.48 | 63.63 | 73.86 | 63.88 | 70.20 | 64.12 | 63.37 | 73.40 | 64.32 | 63.47 | 65.32 |
| 526 | 372 | 16 | 0.01 | 64 | 0.00100 | 48 | 1.000000e-08 | 0.000000e+00 | 67.99 | 64.84 | 65.74 | 65.50 | 64.66 | 64.11 | 65.26 | 64.52 | 63.56 | 68.75 | 67.19 | 68.49 | 87.08 | 64.03 | 54.23 | 69.51 | 63.14 | 72.27 | 63.99 | 74.60 | 63.34 | 65.10 | 71.91 | 65.26 | 64.87 | 65.03 |
| 527 | 372 | 16 | 0.01 | 64 | 0.00100 | 48 | 1.000000e-08 | 1.000000e-08 | 65.79 | 67.00 | 64.22 | 64.69 | 64.86 | 74.51 | 73.78 | 70.97 | 68.39 | 64.93 | 63.94 | 62.67 | 73.41 | 69.15 | 71.28 | 68.85 | 63.29 | 54.98 | 63.50 | 75.34 | 64.40 | 63.61 | 52.97 | 64.72 | 64.91 | 64.32 |
| 544 | 372 | 16 | 0.01 | 32 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 87.45 | 90.51 | 91.20 | 88.98 | 75.83 | 88.43 | 89.22 | 88.42 | 88.66 | 89.41 | 88.87 | 90.35 | 89.86 | 89.32 | 90.36 | 89.14 | 90.01 | 90.04 | 90.24 | 90.46 | 89.58 | 90.26 | 86.35 | 89.26 | 89.01 | 87.77 |
| 545 | 372 | 16 | 0.01 | 32 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 89.60 | 90.74 | 88.61 | 89.91 | 90.04 | 89.39 | 90.03 | 89.62 | 90.53 | 88.81 | 90.04 | 89.20 | 90.04 | 89.33 | 89.64 | 89.80 | 90.21 | 88.13 | 90.26 | 90.77 | 88.95 | 88.71 | 89.90 | 89.00 | 88.58 | 90.37 |
| 546 | 372 | 16 | 0.01 | 32 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 88.37 | 90.02 | 87.34 | 90.72 | 88.85 | 89.04 | 89.71 | 88.38 | 87.05 | 88.35 | 89.91 | 89.73 | 88.27 | 88.06 | 89.28 | 88.59 | 89.54 | 88.45 | 89.32 | 90.79 | 88.25 | 88.67 | 89.06 | 89.18 | 88.86 | 88.38 |
| 547 | 372 | 16 | 0.01 | 32 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 88.92 | 88.42 | 90.89 | 90.46 | 88.81 | 90.24 | 88.92 | 87.25 | 88.43 | 88.15 | 89.23 | 89.95 | 88.73 | 90.04 | 89.13 | 90.11 | 90.20 | 88.72 | 88.94 | 90.25 | 90.06 | 90.57 | 89.98 | 89.11 | 90.49 | 89.21 |
| 564 | 372 | 16 | 0.01 | 48 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 88.31 | 90.10 | 89.99 | 89.63 | 89.71 | 90.38 | 89.96 | 88.38 | 88.51 | 90.06 | 89.52 | 90.98 | 89.63 | 88.54 | 88.77 | 91.45 | 90.94 | 88.72 | 89.20 | 90.42 | 75.97 | 90.23 | 88.43 | 76.70 | 87.98 | 88.75 |
| 565 | 372 | 16 | 0.01 | 48 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 88.97 | 90.63 | 89.92 | 88.71 | 88.82 | 89.41 | 88.53 | 89.94 | 90.76 | 88.31 | 90.51 | 89.83 | 89.39 | 89.31 | 89.39 | 90.11 | 89.21 | 88.90 | 89.52 | 89.00 | 89.99 | 88.80 | 88.63 | 87.90 | 88.98 | 89.51 |
| 566 | 372 | 16 | 0.01 | 48 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 87.65 | 90.31 | 91.48 | 90.66 | 88.71 | 90.12 | 88.75 | 90.20 | 87.39 | 88.65 | 90.39 | 89.91 | 89.13 | 88.66 | 89.73 | 89.11 | 88.57 | 89.69 | 91.12 | 91.40 | 89.19 | 90.71 | 87.70 | 76.56 | 90.29 | 89.30 |
| 567 | 372 | 16 | 0.01 | 48 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 88.05 | 88.00 | 76.71 | 88.54 | 87.47 | 90.16 | 88.92 | 77.45 | 90.06 | 89.17 | 89.99 | 88.81 | 90.29 | 89.01 | 89.73 | 89.32 | 89.96 | 88.68 | 89.43 | 89.81 | 89.27 | 89.69 | 74.99 | 89.18 | 89.44 | 90.69 |
| 584 | 372 | 16 | 0.01 | 64 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 88.83 | 89.68 | 88.90 | 89.74 | 89.11 | 90.15 | 90.98 | 90.40 | 89.67 | 88.88 | 87.94 | 90.19 | 87.30 | 89.65 | 88.89 | 90.58 | 89.79 | 91.00 | 90.50 | 90.54 | 90.14 | 88.20 | 75.56 | 89.14 | 88.54 | 89.71 |
| 585 | 372 | 16 | 0.01 | 64 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 88.03 | 89.78 | 89.58 | 88.80 | 89.04 | 90.20 | 88.72 | 90.72 | 88.98 | 89.85 | 89.93 | 90.99 | 88.70 | 89.38 | 88.76 | 89.74 | 90.39 | 89.28 | 90.62 | 91.75 | 76.36 | 89.67 | 88.72 | 89.16 | 88.86 | 90.05 |
| 586 | 372 | 16 | 0.01 | 64 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 86.97 | 88.67 | 89.50 | 89.38 | 89.72 | 89.82 | 89.25 | 89.69 | 89.46 | 89.51 | 88.82 | 88.95 | 89.66 | 89.50 | 88.58 | 90.28 | 90.96 | 89.91 | 89.84 | 89.91 | 87.56 | 89.96 | 88.63 | 76.23 | 89.60 | 89.01 |
| 587 | 372 | 16 | 0.01 | 64 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 87.48 | 88.79 | 89.28 | 88.02 | 89.91 | 89.79 | 87.68 | 90.08 | 89.11 | 88.23 | 90.07 | 89.48 | 89.66 | 89.12 | 89.28 | 89.55 | 89.05 | 89.34 | 91.00 | 90.00 | 89.41 | 89.51 | 88.78 | 88.54 | 90.34 | 88.48 |
| 604 | 372 | 16 | 0.01 | 32 | 0.00001 | 36 | 0.000000e+00 | 0.000000e+00 | 64.27 | 64.86 | 64.51 | 64.54 | 66.10 | 74.86 | 74.86 | 64.31 | 64.32 | 63.27 | 64.10 | 74.94 | 70.28 | 63.84 | 63.49 | 74.19 | 64.08 | 74.00 | 63.10 | 74.63 | 63.31 | 53.68 | 63.92 | 63.82 | 65.04 | 64.51 |
| 605 | 372 | 16 | 0.01 | 32 | 0.00001 | 36 | 0.000000e+00 | 1.000000e-08 | 65.67 | 65.08 | 65.67 | 65.26 | 68.46 | 70.28 | 69.08 | 65.00 | 64.95 | 64.98 | 74.38 | 62.65 | 69.67 | 63.35 | 63.77 | 73.17 | 63.84 | 54.14 | 63.70 | 68.27 | 62.84 | 64.33 | 65.18 | 63.16 | 65.23 | 65.29 |
| 606 | 372 | 16 | 0.01 | 32 | 0.00001 | 36 | 1.000000e-08 | 0.000000e+00 | 74.40 | 64.76 | 73.93 | 64.70 | 65.68 | 66.44 | 73.57 | 64.24 | 64.65 | 63.81 | 63.39 | 62.23 | 69.31 | 55.11 | 64.07 | 73.27 | 55.21 | 70.84 | 73.73 | 62.07 | 64.82 | 63.47 | 72.74 | 65.00 | 65.54 | 64.27 |
| 607 | 372 | 16 | 0.01 | 32 | 0.00001 | 36 | 1.000000e-08 | 1.000000e-08 | 64.96 | 65.17 | 65.09 | 65.33 | 64.97 | 74.63 | 73.46 | 64.30 | 64.13 | 65.58 | 75.42 | 70.34 | 72.52 | 63.47 | 64.02 | 64.31 | 64.58 | 73.29 | 74.10 | 63.80 | 64.71 | 55.74 | 73.75 | 64.80 | 65.31 | 65.01 |
| 624 | 372 | 16 | 0.01 | 48 | 0.00001 | 36 | 0.000000e+00 | 0.000000e+00 | 71.98 | 70.17 | 64.93 | 65.11 | 55.68 | 64.05 | 65.38 | 63.47 | 63.54 | 64.40 | 67.98 | 63.60 | 70.96 | 63.22 | 63.57 | 73.08 | 62.85 | 66.56 | 69.68 | 69.65 | 64.03 | 63.43 | 73.58 | 64.46 | 65.30 | 52.88 |
| 625 | 372 | 16 | 0.01 | 48 | 0.00001 | 36 | 0.000000e+00 | 1.000000e-08 | 74.00 | 64.77 | 73.64 | 69.59 | 64.67 | 69.20 | 72.25 | 71.22 | 65.07 | 64.48 | 64.60 | 63.92 | 71.80 | 70.56 | 64.67 | 63.27 | 64.30 | 64.35 | 74.10 | 70.23 | 54.85 | 65.21 | 71.64 | 64.51 | 64.04 | 64.54 |
| 626 | 372 | 16 | 0.01 | 48 | 0.00001 | 36 | 1.000000e-08 | 0.000000e+00 | 67.64 | 70.54 | 72.25 | 66.00 | 65.42 | 65.87 | 73.32 | 64.32 | 65.03 | 64.69 | 75.27 | 69.66 | 73.51 | 62.66 | 62.92 | 72.51 | 73.12 | 68.45 | 69.99 | 63.52 | 65.73 | 64.01 | 65.82 | 64.38 | 51.61 | 64.36 |
| 627 | 372 | 16 | 0.01 | 48 | 0.00001 | 36 | 1.000000e-08 | 1.000000e-08 | 67.71 | 65.42 | 65.16 | 65.40 | 65.39 | 64.38 | 73.72 | 70.96 | 54.44 | 63.97 | 64.31 | 74.34 | 72.58 | 53.16 | 63.36 | 69.35 | 63.85 | 72.59 | 74.48 | 75.08 | 64.14 | 54.60 | 63.05 | 64.84 | 64.16 | 64.83 |
| 644 | 372 | 16 | 0.01 | 64 | 0.00001 | 36 | 0.000000e+00 | 0.000000e+00 | 66.55 | 64.77 | 64.96 | 65.87 | 65.44 | 64.24 | 72.64 | 70.03 | 62.80 | 64.10 | 62.76 | 63.55 | 73.13 | 65.09 | 64.00 | 72.92 | 63.54 | 70.51 | 70.61 | 74.63 | 63.84 | 63.99 | 56.14 | 65.22 | 64.53 | 70.51 |
| 645 | 372 | 16 | 0.01 | 64 | 0.00001 | 36 | 0.000000e+00 | 1.000000e-08 | 65.47 | 68.95 | 69.10 | 65.02 | 64.99 | 68.06 | 75.08 | 64.22 | 65.17 | 70.93 | 75.33 | 70.16 | 74.05 | 64.00 | 63.80 | 63.70 | 53.02 | 63.26 | 73.81 | 75.61 | 53.54 | 65.53 | 72.40 | 63.85 | 64.35 | 63.67 |
| 646 | 372 | 16 | 0.01 | 64 | 0.00001 | 36 | 1.000000e-08 | 0.000000e+00 | 65.40 | 68.15 | 65.03 | 64.41 | 68.03 | 64.31 | 64.40 | 69.82 | 69.07 | 64.11 | 73.61 | 62.75 | 72.39 | 64.10 | 64.04 | 72.89 | 68.74 | 73.51 | 75.07 | 63.60 | 63.84 | 63.37 | 64.83 | 64.23 | 63.80 | 64.47 |
| 647 | 372 | 16 | 0.01 | 64 | 0.00001 | 36 | 1.000000e-08 | 1.000000e-08 | 73.28 | 64.94 | 65.33 | 65.06 | 64.62 | 74.88 | 74.31 | 69.97 | 73.32 | 63.23 | 75.58 | 63.69 | 73.29 | 63.54 | 63.03 | 69.09 | 63.78 | 65.00 | 63.95 | 63.82 | 52.44 | 65.12 | 72.62 | 65.28 | 64.84 | 55.59 |
| 664 | 372 | 16 | 0.01 | 32 | 0.00001 | 48 | 0.000000e+00 | 0.000000e+00 | 73.16 | 64.73 | 64.66 | 64.32 | 64.51 | 63.86 | 69.54 | 64.29 | 64.31 | 68.43 | 68.50 | 70.29 | 72.62 | 64.25 | 64.57 | 72.85 | 64.01 | 70.81 | 75.01 | 62.68 | 65.04 | 63.04 | 72.64 | 64.07 | 64.24 | 64.84 |
| 665 | 372 | 16 | 0.01 | 32 | 0.00001 | 48 | 0.000000e+00 | 1.000000e-08 | 73.80 | 64.50 | 68.57 | 65.23 | 66.00 | 68.34 | 70.33 | 56.54 | 69.77 | 64.47 | 68.84 | 63.08 | 69.69 | 64.70 | 63.62 | 72.99 | 63.33 | 73.52 | 63.57 | 69.62 | 62.61 | 64.45 | 74.13 | 64.20 | 64.79 | 64.06 |
| 666 | 372 | 16 | 0.01 | 32 | 0.00001 | 48 | 1.000000e-08 | 0.000000e+00 | 65.18 | 74.12 | 69.65 | 64.42 | 65.12 | 63.75 | 73.45 | 63.88 | 55.43 | 64.46 | 63.32 | 63.24 | 63.72 | 64.30 | 63.20 | 72.76 | 54.15 | 73.79 | 60.59 | 73.10 | 64.81 | 62.80 | 72.49 | 63.91 | 64.84 | 64.16 |
| 667 | 372 | 16 | 0.01 | 32 | 0.00001 | 48 | 1.000000e-08 | 1.000000e-08 | 73.92 | 64.22 | 64.36 | 64.79 | 64.90 | 60.99 | 73.81 | 63.99 | 55.92 | 65.16 | 64.32 | 61.60 | 73.83 | 63.20 | 63.57 | 72.56 | 63.08 | 63.95 | 74.85 | 74.07 | 63.28 | 62.44 | 73.36 | 63.93 | 64.26 | 53.15 |
| 684 | 372 | 16 | 0.01 | 48 | 0.00001 | 48 | 0.000000e+00 | 0.000000e+00 | 65.13 | 64.96 | 68.40 | 64.06 | 64.18 | 74.86 | 68.00 | 64.29 | 64.58 | 65.71 | 75.07 | 62.53 | 73.35 | 63.09 | 62.71 | 69.56 | 53.98 | 70.83 | 63.29 | 71.68 | 50.53 | 52.94 | 69.36 | 64.30 | 70.11 | 64.70 |
| 685 | 372 | 16 | 0.01 | 48 | 0.00001 | 48 | 0.000000e+00 | 1.000000e-08 | 74.17 | 64.51 | 64.09 | 64.56 | 64.94 | 69.57 | 63.61 | 65.28 | 65.40 | 69.88 | 63.55 | 68.75 | 69.51 | 63.31 | 62.74 | 73.35 | 64.28 | 86.60 | 75.27 | 66.36 | 63.44 | 64.32 | 56.85 | 63.27 | 69.87 | 65.29 |
| 686 | 372 | 16 | 0.01 | 48 | 0.00001 | 48 | 1.000000e-08 | 0.000000e+00 | 73.37 | 64.50 | 58.63 | 64.93 | 65.36 | 62.80 | 68.64 | 63.87 | 72.56 | 69.24 | 74.84 | 63.55 | 70.01 | 63.00 | 64.57 | 67.17 | 64.08 | 73.15 | 75.38 | 70.83 | 63.98 | 63.57 | 72.62 | 65.03 | 64.69 | 65.46 |
| 687 | 372 | 16 | 0.01 | 48 | 0.00001 | 48 | 1.000000e-08 | 1.000000e-08 | 65.62 | 64.12 | 64.51 | 64.09 | 64.20 | 62.58 | 70.04 | 63.11 | 63.66 | 65.17 | 64.49 | 63.42 | 71.10 | 63.10 | 63.25 | 73.35 | 63.35 | 73.53 | 69.59 | 64.70 | 63.69 | 64.09 | 51.64 | 52.73 | 62.90 | 64.27 |
| 704 | 372 | 16 | 0.01 | 64 | 0.00001 | 48 | 0.000000e+00 | 0.000000e+00 | 67.70 | 64.35 | 65.28 | 64.75 | 65.06 | 64.31 | 66.45 | 64.63 | 63.15 | 64.16 | 63.48 | 62.08 | 69.84 | 68.89 | 62.88 | 65.31 | 69.91 | 72.83 | 75.02 | 63.82 | 64.26 | 53.21 | 63.22 | 63.64 | 64.29 | 64.29 |
| 705 | 372 | 16 | 0.01 | 64 | 0.00001 | 48 | 0.000000e+00 | 1.000000e-08 | 70.07 | 64.86 | 65.12 | 65.47 | 65.04 | 65.16 | 63.69 | 65.37 | 69.39 | 64.14 | 75.38 | 63.63 | 72.83 | 64.73 | 65.20 | 71.24 | 64.52 | 65.03 | 75.19 | 63.28 | 52.84 | 64.49 | 64.29 | 64.59 | 65.70 | 63.99 |
| 706 | 372 | 16 | 0.01 | 64 | 0.00001 | 48 | 1.000000e-08 | 0.000000e+00 | 65.64 | 65.25 | 64.26 | 63.72 | 64.43 | 68.52 | 72.67 | 63.64 | 63.70 | 63.51 | 63.73 | 62.12 | 72.79 | 73.13 | 63.46 | 68.04 | 63.05 | 63.27 | 74.34 | 74.37 | 64.40 | 63.62 | 53.65 | 62.80 | 63.99 | 56.60 |
| 707 | 372 | 16 | 0.01 | 64 | 0.00001 | 48 | 1.000000e-08 | 1.000000e-08 | 73.75 | 65.08 | 64.31 | 64.46 | 65.62 | 63.57 | 72.37 | 63.56 | 70.31 | 66.16 | 68.77 | 63.37 | 68.92 | 63.33 | 62.85 | 74.30 | 63.35 | 51.74 | 75.69 | 61.85 | 64.56 | 64.19 | 65.04 | 64.73 | 64.59 | 63.70 |
| input_size | output_size | learning_rate | batch_size | alpha | margin | l1_reg | l2_reg | mAP_test_abs_values | mAP_test_abs_values_2 | mAP_test_abs_values_3 | mAP_test_abs_values_4 | mAP_test_abs_values_5 | mAP_test_abs_values_6 | mAP_test_abs_values_7 | mAP_test_abs_values_8 | mAP_test_abs_values_9 | mAP_test_abs_values_10 | mAP_test_abs_values_11 | mAP_test_abs_values_12 | mAP_test_abs_values_13 | mAP_test_abs_values_14 | mAP_test_abs_values_15 | mAP_test_abs_values_16 | mAP_test_abs_values_17 | mAP_test_abs_values_18 | mAP_test_abs_values_19 | mAP_test_abs_values_20 | mAP_test_abs_values_21 | mAP_test_abs_values_22 | mAP_test_abs_values_23 | mAP_test_abs_values_24 | mAP_test_abs_values_25 | mAP_test_abs_values_26 | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 4 | 372 | 16 | 0.10 | 32 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 77.52 | 92.32 | 93.11 | 92.31 | 92.08 | 92.02 | 92.63 | 92.48 | 89.80 | 92.57 | 92.86 | 93.48 | 90.08 | 90.16 | 90.20 | 86.26 | 92.18 | 91.31 | 93.81 | 91.25 | 76.67 | 93.60 | 92.90 | 92.22 | 76.18 | 88.99 |
| 5 | 372 | 16 | 0.10 | 32 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 92.29 | 49.17 | 92.45 | 90.85 | 90.98 | 93.16 | 92.73 | 91.39 | 91.82 | 49.17 | 91.74 | 92.53 | 92.22 | 91.08 | 91.38 | 95.04 | 92.51 | 93.99 | 90.97 | 94.60 | 93.48 | 93.48 | 93.80 | 93.26 | 91.31 | 74.17 |
| 6 | 372 | 16 | 0.10 | 32 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 92.54 | 91.95 | 90.43 | 90.90 | 74.65 | 92.67 | 90.81 | 92.49 | 92.97 | 93.74 | 92.51 | 91.52 | 92.44 | 92.96 | 94.52 | 95.19 | 90.85 | 93.67 | 93.12 | 93.36 | 95.15 | 93.09 | 93.38 | 92.02 | 93.92 | 75.28 |
| 7 | 372 | 16 | 0.10 | 32 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 94.01 | 81.16 | 93.18 | 89.75 | 90.32 | 93.56 | 94.13 | 92.81 | 93.38 | 90.37 | 92.87 | 93.53 | 92.13 | 92.46 | 91.19 | 94.48 | 94.74 | 91.97 | 92.45 | 91.47 | 93.57 | 75.59 | 93.67 | 92.35 | 81.47 | 93.46 |
| 24 | 372 | 16 | 0.10 | 48 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 94.13 | 90.16 | 92.16 | 91.64 | 78.17 | 92.28 | 91.75 | 92.19 | 92.09 | 92.81 | 92.97 | 91.50 | 90.04 | 92.37 | 84.22 | 93.25 | 92.29 | 89.94 | 91.50 | 91.34 | 93.84 | 92.96 | 87.55 | 89.91 | 93.70 | 74.54 |
| 25 | 372 | 16 | 0.10 | 48 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 92.76 | 92.36 | 90.91 | 90.03 | 93.77 | 92.53 | 90.81 | 49.17 | 91.86 | 93.17 | 92.16 | 91.41 | 92.62 | 92.71 | 89.04 | 90.11 | 92.67 | 94.15 | 92.00 | 89.86 | 75.88 | 93.77 | 91.71 | 93.17 | 93.38 | 93.63 |
| 26 | 372 | 16 | 0.10 | 48 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 88.75 | 92.81 | 91.99 | 74.96 | 96.66 | 93.40 | 89.82 | 91.51 | 94.76 | 92.92 | 92.48 | 89.38 | 91.26 | 94.14 | 93.34 | 92.58 | 93.28 | 93.64 | 49.17 | 91.03 | 94.07 | 92.64 | 74.25 | 91.21 | 91.29 | 92.66 |
| 27 | 372 | 16 | 0.10 | 48 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 92.81 | 91.85 | 93.38 | 91.38 | 93.10 | 93.09 | 91.71 | 93.29 | 89.49 | 92.74 | 92.38 | 91.99 | 94.97 | 91.98 | 93.67 | 93.52 | 92.43 | 93.18 | 92.82 | 94.00 | 94.47 | 94.46 | 94.38 | 94.07 | 93.12 | 92.69 |
| 44 | 372 | 16 | 0.10 | 64 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 91.63 | 88.93 | 91.03 | 76.90 | 91.31 | 92.36 | 92.26 | 74.55 | 92.23 | 92.66 | 92.79 | 93.77 | 91.27 | 94.16 | 90.74 | 92.14 | 91.50 | 93.21 | 93.14 | 94.30 | 93.81 | 93.66 | 91.25 | 91.66 | 80.27 | 92.98 |
| 45 | 372 | 16 | 0.10 | 64 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 93.48 | 90.85 | 91.65 | 92.57 | 91.75 | 92.51 | 87.25 | 93.75 | 91.83 | 94.74 | 91.54 | 93.29 | 93.61 | 92.74 | 92.00 | 93.80 | 92.94 | 93.39 | 90.65 | 93.78 | 93.41 | 93.65 | 93.45 | 93.48 | 93.59 | 90.90 |
| 46 | 372 | 16 | 0.10 | 64 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 91.60 | 91.81 | 91.28 | 91.88 | 93.21 | 89.26 | 91.88 | 92.38 | 92.96 | 91.52 | 92.28 | 93.20 | 91.15 | 93.93 | 93.30 | 94.38 | 91.99 | 92.44 | 91.68 | 92.38 | 94.19 | 87.80 | 94.26 | 90.82 | 93.64 | 93.88 |
| 47 | 372 | 16 | 0.10 | 64 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 92.75 | 89.47 | 93.17 | 91.69 | 91.28 | 92.27 | 90.59 | 93.85 | 93.41 | 93.28 | 91.06 | 91.70 | 93.69 | 91.14 | 93.29 | 94.74 | 93.19 | 94.70 | 92.85 | 93.03 | 94.50 | 92.77 | 91.85 | 93.32 | 93.87 | 77.29 |
| 64 | 372 | 16 | 0.10 | 32 | 0.00100 | 36 | 0.000000e+00 | 0.000000e+00 | 75.34 | 58.48 | 75.16 | 49.17 | 58.60 | 76.56 | 75.76 | 57.86 | 56.81 | 76.59 | 76.56 | 50.38 | 77.18 | 57.51 | 56.96 | 76.54 | 57.17 | 76.65 | 77.43 | 56.64 | 55.97 | 56.95 | 77.02 | 57.27 | 56.92 | 57.96 |
| 65 | 372 | 16 | 0.10 | 32 | 0.00100 | 36 | 0.000000e+00 | 1.000000e-08 | 74.69 | 75.02 | 57.95 | 74.99 | 75.41 | 70.48 | 74.33 | 57.95 | 75.90 | 75.12 | 76.56 | 77.40 | 67.91 | 76.44 | 57.79 | 68.62 | 56.90 | 76.04 | 77.30 | 56.61 | 55.97 | 56.48 | 50.25 | 57.32 | 56.51 | 56.56 |
| 66 | 372 | 16 | 0.10 | 32 | 0.00100 | 36 | 1.000000e-08 | 0.000000e+00 | 74.85 | 58.95 | 74.77 | 74.51 | 75.16 | 76.08 | 74.71 | 57.87 | 75.47 | 75.71 | 77.40 | 76.96 | 76.92 | 57.58 | 57.82 | 74.63 | 75.20 | 68.92 | 77.51 | 56.53 | 56.02 | 56.91 | 55.27 | 56.02 | 56.42 | 55.74 |
| 67 | 372 | 16 | 0.10 | 32 | 0.00100 | 36 | 1.000000e-08 | 1.000000e-08 | 74.12 | 58.94 | 74.13 | 59.25 | 74.24 | 50.13 | 74.76 | 76.19 | 74.45 | 58.37 | 76.31 | 77.04 | 69.68 | 75.51 | 57.94 | 90.47 | 56.79 | 76.32 | 57.06 | 76.63 | 57.15 | 57.04 | 76.11 | 56.67 | 57.57 | 56.28 |
| 84 | 372 | 16 | 0.10 | 48 | 0.00100 | 36 | 0.000000e+00 | 0.000000e+00 | 74.09 | 57.52 | 74.21 | 57.90 | 75.41 | 76.68 | 75.26 | 58.27 | 75.79 | 58.01 | 76.94 | 77.32 | 75.91 | 57.97 | 58.53 | 91.12 | 56.87 | 75.44 | 71.12 | 76.66 | 55.94 | 55.54 | 56.11 | 56.31 | 56.96 | 56.82 |
| 85 | 372 | 16 | 0.10 | 48 | 0.00100 | 36 | 0.000000e+00 | 1.000000e-08 | 75.61 | 75.29 | 74.81 | 58.69 | 76.03 | 76.25 | 74.67 | 74.48 | 76.22 | 76.22 | 76.45 | 57.35 | 75.97 | 75.22 | 49.17 | 76.14 | 56.43 | 74.53 | 76.55 | 56.36 | 56.45 | 57.48 | 56.60 | 57.16 | 57.27 | 56.34 |
| 86 | 372 | 16 | 0.10 | 48 | 0.00100 | 36 | 1.000000e-08 | 0.000000e+00 | 68.75 | 75.42 | 76.11 | 59.41 | 75.43 | 75.65 | 75.20 | 74.23 | 76.08 | 75.25 | 76.73 | 57.75 | 75.28 | 75.29 | 58.69 | 76.16 | 49.50 | 75.10 | 76.03 | 57.39 | 77.07 | 57.69 | 75.41 | 56.53 | 56.63 | 56.79 |
| 87 | 372 | 16 | 0.10 | 48 | 0.00100 | 36 | 1.000000e-08 | 1.000000e-08 | 74.74 | 59.78 | 75.21 | 75.28 | 73.67 | 76.18 | 75.23 | 58.69 | 75.95 | 75.91 | 76.29 | 76.56 | 75.82 | 75.72 | 74.60 | 76.17 | 74.83 | 75.92 | 74.92 | 76.36 | 56.83 | 56.94 | 57.57 | 56.80 | 56.60 | 56.70 |
| 104 | 372 | 16 | 0.10 | 64 | 0.00100 | 36 | 0.000000e+00 | 0.000000e+00 | 75.18 | 74.62 | 74.83 | 75.67 | 59.25 | 88.52 | 76.40 | 57.86 | 76.27 | 75.21 | 57.16 | 75.67 | 75.96 | 74.55 | 57.94 | 57.39 | 75.05 | 76.43 | 76.96 | 70.03 | 57.38 | 57.57 | 56.91 | 56.60 | 56.42 | 55.93 |
| 105 | 372 | 16 | 0.10 | 64 | 0.00100 | 36 | 0.000000e+00 | 1.000000e-08 | 75.01 | 57.95 | 75.14 | 59.01 | 69.29 | 89.95 | 75.16 | 56.71 | 74.86 | 89.98 | 76.06 | 57.14 | 75.91 | 75.51 | 58.37 | 70.16 | 75.76 | 74.76 | 76.16 | 76.22 | 57.01 | 56.17 | 56.44 | 56.20 | 56.17 | 56.70 |
| 106 | 372 | 16 | 0.10 | 64 | 0.00100 | 36 | 1.000000e-08 | 0.000000e+00 | 74.26 | 58.71 | 74.68 | 58.74 | 59.50 | 74.95 | 74.64 | 75.91 | 75.44 | 75.27 | 75.95 | 57.93 | 68.96 | 69.61 | 75.84 | 57.52 | 57.82 | 75.34 | 57.39 | 75.79 | 57.07 | 56.63 | 75.24 | 56.69 | 56.83 | 56.96 |
| 107 | 372 | 16 | 0.10 | 64 | 0.00100 | 36 | 1.000000e-08 | 1.000000e-08 | 74.86 | 57.60 | 74.08 | 58.54 | 75.23 | 75.17 | 75.57 | 75.46 | 76.06 | 75.09 | 76.35 | 77.29 | 75.67 | 58.49 | 58.31 | 76.13 | 58.00 | 57.29 | 56.86 | 76.08 | 56.74 | 56.57 | 56.76 | 55.91 | 57.70 | 55.91 |
| 124 | 372 | 16 | 0.10 | 32 | 0.00100 | 48 | 0.000000e+00 | 0.000000e+00 | 73.80 | 57.73 | 75.26 | 59.09 | 74.04 | 76.08 | 75.96 | 57.07 | 76.63 | 76.25 | 75.92 | 76.59 | 74.48 | 76.49 | 58.18 | 76.15 | 75.09 | 76.08 | 76.89 | 76.07 | 56.33 | 56.65 | 76.78 | 56.66 | 56.09 | 56.95 |
| 125 | 372 | 16 | 0.10 | 32 | 0.00100 | 48 | 0.000000e+00 | 1.000000e-08 | 75.35 | 57.93 | 75.32 | 57.52 | 74.86 | 76.14 | 68.49 | 58.08 | 76.44 | 75.97 | 76.62 | 57.19 | 76.92 | 75.74 | 58.38 | 76.56 | 76.24 | 76.03 | 76.58 | 55.49 | 75.91 | 56.06 | 57.67 | 56.71 | 57.64 | 57.55 |
| 126 | 372 | 16 | 0.10 | 32 | 0.00100 | 48 | 1.000000e-08 | 0.000000e+00 | 73.84 | 74.56 | 58.63 | 58.21 | 58.03 | 76.00 | 75.03 | 58.00 | 75.00 | 57.88 | 76.35 | 76.57 | 75.00 | 75.24 | 58.39 | 76.25 | 75.45 | 75.04 | 76.61 | 76.73 | 57.22 | 56.87 | 56.97 | 56.94 | 57.23 | 57.59 |
| 127 | 372 | 16 | 0.10 | 32 | 0.00100 | 48 | 1.000000e-08 | 1.000000e-08 | 74.50 | 57.59 | 74.10 | 58.26 | 59.22 | 76.53 | 73.82 | 74.68 | 76.09 | 51.08 | 56.73 | 56.45 | 75.01 | 57.95 | 57.34 | 76.32 | 56.83 | 75.36 | 57.16 | 56.76 | 56.15 | 57.29 | 57.25 | 57.14 | 56.42 | 57.16 |
| 144 | 372 | 16 | 0.10 | 48 | 0.00100 | 48 | 0.000000e+00 | 0.000000e+00 | 74.46 | 57.61 | 49.17 | 75.21 | 74.26 | 57.41 | 74.06 | 58.26 | 75.38 | 69.45 | 76.94 | 57.29 | 75.26 | 57.15 | 57.83 | 77.15 | 68.36 | 75.87 | 76.84 | 56.28 | 56.53 | 55.32 | 57.92 | 56.19 | 56.12 | 91.79 |
| 145 | 372 | 16 | 0.10 | 48 | 0.00100 | 48 | 0.000000e+00 | 1.000000e-08 | 74.82 | 58.26 | 73.84 | 58.79 | 75.37 | 58.40 | 74.18 | 75.31 | 75.09 | 67.66 | 75.55 | 76.33 | 74.64 | 75.83 | 59.19 | 67.44 | 57.89 | 75.16 | 76.32 | 76.81 | 56.89 | 56.98 | 57.63 | 57.12 | 56.39 | 56.89 |
| 146 | 372 | 16 | 0.10 | 48 | 0.00100 | 48 | 1.000000e-08 | 0.000000e+00 | 74.83 | 75.77 | 74.80 | 58.05 | 58.30 | 76.03 | 75.34 | 58.61 | 68.90 | 74.96 | 75.96 | 56.21 | 87.06 | 76.09 | 57.97 | 76.17 | 58.01 | 75.23 | 56.59 | 77.21 | 75.68 | 56.29 | 56.56 | 57.26 | 76.80 | 57.12 |
| 147 | 372 | 16 | 0.10 | 48 | 0.00100 | 48 | 1.000000e-08 | 1.000000e-08 | 74.34 | 75.21 | 74.25 | 58.31 | 74.38 | 75.40 | 74.43 | 76.05 | 70.05 | 74.77 | 76.51 | 56.26 | 75.75 | 75.57 | 50.50 | 75.72 | 57.86 | 75.99 | 76.00 | 55.94 | 56.73 | 55.79 | 57.16 | 56.51 | 57.07 | 56.46 |
| 164 | 372 | 16 | 0.10 | 64 | 0.00100 | 48 | 0.000000e+00 | 0.000000e+00 | 75.39 | 57.77 | 75.40 | 58.26 | 74.73 | 76.51 | 75.17 | 57.62 | 75.42 | 75.33 | 75.77 | 76.62 | 75.27 | 75.82 | 57.92 | 75.81 | 57.64 | 68.36 | 76.87 | 76.66 | 76.06 | 58.00 | 76.35 | 56.89 | 57.29 | 57.25 |
| 165 | 372 | 16 | 0.10 | 64 | 0.00100 | 48 | 0.000000e+00 | 1.000000e-08 | 74.47 | 74.79 | 74.10 | 75.10 | 73.92 | 74.87 | 74.89 | 74.98 | 67.54 | 75.59 | 76.14 | 76.54 | 76.16 | 75.32 | 58.94 | 75.00 | 58.02 | 75.42 | 76.22 | 56.94 | 57.01 | 55.84 | 75.51 | 56.58 | 56.17 | 56.40 |
| 166 | 372 | 16 | 0.10 | 64 | 0.00100 | 48 | 1.000000e-08 | 0.000000e+00 | 75.42 | 75.33 | 73.88 | 74.99 | 74.44 | 75.42 | 74.70 | 74.35 | 89.67 | 58.67 | 56.88 | 76.40 | 75.12 | 57.41 | 59.19 | 75.89 | 57.84 | 75.43 | 75.64 | 57.63 | 56.30 | 57.22 | 57.38 | 56.77 | 57.16 | 56.83 |
| 167 | 372 | 16 | 0.10 | 64 | 0.00100 | 48 | 1.000000e-08 | 1.000000e-08 | 74.18 | 74.48 | 74.79 | 58.31 | 57.38 | 57.45 | 73.70 | 74.63 | 75.45 | 75.23 | 75.95 | 77.50 | 76.35 | 57.58 | 58.28 | 68.66 | 56.41 | 74.74 | 76.42 | 56.15 | 56.44 | 55.77 | 56.76 | 56.27 | 56.21 | 55.77 |
| 184 | 372 | 16 | 0.10 | 32 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 92.06 | 82.31 | 92.22 | 91.61 | 89.52 | 88.05 | 91.56 | 94.26 | 91.43 | 93.72 | 91.92 | 92.63 | 93.05 | 92.25 | 92.39 | 93.82 | 94.28 | 92.84 | 92.64 | 93.24 | 70.41 | 93.76 | 75.66 | 93.45 | 74.81 | 91.42 |
| 185 | 372 | 16 | 0.10 | 32 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 90.40 | 91.60 | 94.71 | 92.73 | 92.44 | 92.38 | 92.87 | 91.52 | 93.60 | 89.96 | 90.02 | 94.23 | 92.20 | 90.16 | 75.09 | 90.17 | 90.30 | 92.55 | 92.93 | 94.04 | 93.25 | 94.63 | 93.15 | 91.82 | 91.93 | 91.64 |
| 186 | 372 | 16 | 0.10 | 32 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 92.60 | 91.10 | 92.16 | 90.88 | 93.58 | 91.90 | 90.59 | 91.59 | 93.36 | 91.24 | 93.11 | 91.53 | 89.53 | 93.04 | 91.38 | 95.90 | 93.10 | 90.20 | 92.67 | 92.15 | 89.76 | 94.10 | 94.48 | 93.09 | 94.00 | 93.38 |
| 187 | 372 | 16 | 0.10 | 32 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 90.92 | 94.10 | 89.24 | 89.83 | 72.43 | 92.33 | 91.24 | 75.57 | 92.60 | 93.86 | 92.59 | 91.69 | 92.85 | 92.01 | 92.52 | 92.59 | 94.09 | 92.13 | 93.39 | 90.25 | 93.57 | 73.84 | 93.26 | 75.87 | 92.95 | 91.51 |
| 204 | 372 | 16 | 0.10 | 48 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 91.40 | 91.17 | 91.92 | 90.34 | 93.32 | 91.34 | 91.48 | 92.91 | 93.74 | 93.34 | 92.49 | 92.27 | 92.57 | 93.98 | 92.34 | 93.13 | 94.66 | 90.15 | 90.33 | 93.78 | 93.69 | 49.17 | 92.97 | 93.01 | 90.49 | 93.15 |
| 205 | 372 | 16 | 0.10 | 48 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 91.66 | 92.16 | 93.72 | 91.19 | 92.18 | 89.44 | 92.20 | 90.95 | 92.00 | 92.23 | 92.58 | 91.01 | 92.35 | 92.02 | 91.86 | 90.39 | 90.05 | 93.85 | 91.62 | 93.08 | 94.19 | 93.40 | 92.41 | 92.87 | 94.27 | 92.40 |
| 206 | 372 | 16 | 0.10 | 48 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 93.20 | 92.15 | 93.12 | 91.50 | 91.84 | 94.14 | 92.97 | 91.73 | 88.43 | 91.13 | 93.18 | 94.68 | 91.19 | 92.00 | 92.12 | 91.83 | 93.71 | 92.75 | 93.07 | 92.60 | 91.92 | 93.13 | 94.07 | 74.91 | 93.67 | 91.30 |
| 207 | 372 | 16 | 0.10 | 48 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 92.75 | 92.67 | 93.04 | 92.08 | 92.32 | 90.57 | 93.80 | 93.51 | 91.18 | 92.46 | 92.48 | 94.43 | 93.83 | 94.24 | 94.17 | 92.49 | 92.89 | 94.18 | 93.58 | 92.66 | 93.44 | 92.46 | 95.40 | 93.85 | 91.99 | 91.53 |
| 224 | 372 | 16 | 0.10 | 64 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 92.12 | 90.16 | 91.00 | 89.80 | 90.86 | 92.46 | 91.46 | 90.76 | 92.44 | 92.71 | 91.26 | 92.76 | 90.25 | 93.24 | 93.21 | 88.82 | 92.76 | 91.50 | 91.91 | 92.16 | 93.78 | 83.59 | 76.03 | 92.14 | 94.67 | 91.31 |
| 225 | 372 | 16 | 0.10 | 64 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 91.77 | 91.48 | 93.67 | 93.93 | 93.36 | 90.68 | 93.44 | 91.04 | 92.34 | 90.39 | 90.87 | 91.82 | 92.68 | 90.96 | 93.39 | 94.43 | 91.22 | 94.29 | 91.50 | 92.51 | 93.49 | 93.56 | 94.57 | 94.94 | 93.42 | 93.74 |
| 226 | 372 | 16 | 0.10 | 64 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 91.20 | 91.75 | 93.02 | 90.84 | 92.59 | 93.77 | 91.90 | 90.92 | 92.53 | 93.03 | 93.08 | 91.28 | 92.77 | 92.12 | 90.59 | 92.49 | 94.75 | 94.36 | 92.84 | 93.93 | 91.73 | 93.58 | 94.00 | 92.22 | 93.33 | 91.45 |
| 227 | 372 | 16 | 0.10 | 64 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 91.06 | 92.17 | 90.42 | 89.87 | 91.38 | 89.76 | 90.82 | 92.62 | 92.82 | 92.82 | 93.45 | 91.84 | 93.34 | 92.67 | 91.41 | 92.95 | 93.30 | 93.67 | 92.48 | 93.62 | 92.85 | 93.98 | 92.46 | 93.67 | 90.33 | 93.23 |
| 244 | 372 | 16 | 0.10 | 32 | 0.00001 | 36 | 0.000000e+00 | 0.000000e+00 | 74.55 | 75.14 | 50.29 | 60.29 | 58.20 | 57.29 | 58.65 | 58.28 | 76.25 | 57.80 | 76.72 | 56.84 | 75.20 | 56.53 | 57.27 | 75.12 | 56.77 | 50.41 | 70.44 | 56.92 | 57.48 | 56.38 | 57.30 | 56.75 | 57.53 | 56.04 |
| 245 | 372 | 16 | 0.10 | 32 | 0.00001 | 36 | 0.000000e+00 | 1.000000e-08 | 75.25 | 74.69 | 58.45 | 58.79 | 59.38 | 76.44 | 74.57 | 57.67 | 75.65 | 76.02 | 76.58 | 69.73 | 75.84 | 75.22 | 59.14 | 76.01 | 57.68 | 75.58 | 76.31 | 75.74 | 56.23 | 56.16 | 57.38 | 56.47 | 56.69 | 57.08 |
| 246 | 372 | 16 | 0.10 | 32 | 0.00001 | 36 | 1.000000e-08 | 0.000000e+00 | 73.98 | 57.95 | 57.80 | 58.51 | 59.50 | 77.14 | 75.00 | 76.08 | 75.35 | 57.99 | 49.98 | 77.24 | 75.48 | 75.67 | 58.81 | 76.88 | 57.76 | 75.28 | 76.84 | 56.45 | 56.14 | 56.46 | 76.24 | 56.51 | 56.61 | 55.93 |
| 247 | 372 | 16 | 0.10 | 32 | 0.00001 | 36 | 1.000000e-08 | 1.000000e-08 | 74.43 | 75.14 | 75.01 | 57.20 | 59.86 | 76.41 | 75.61 | 58.09 | 75.82 | 75.61 | 76.65 | 76.96 | 76.60 | 74.96 | 58.00 | 76.36 | 75.95 | 75.79 | 76.32 | 76.10 | 56.84 | 57.43 | 75.92 | 56.18 | 75.44 | 56.55 |
| 264 | 372 | 16 | 0.10 | 48 | 0.00001 | 36 | 0.000000e+00 | 0.000000e+00 | 73.87 | 74.29 | 74.03 | 58.70 | 58.94 | 75.63 | 74.54 | 57.51 | 75.48 | 57.02 | 75.42 | 75.86 | 76.22 | 76.32 | 58.99 | 87.06 | 57.02 | 87.62 | 56.96 | 56.56 | 57.15 | 56.79 | 56.54 | 56.67 | 56.96 | 69.20 |
| 265 | 372 | 16 | 0.10 | 48 | 0.00001 | 36 | 0.000000e+00 | 1.000000e-08 | 75.78 | 75.33 | 74.98 | 75.15 | 76.13 | 76.81 | 73.71 | 58.96 | 76.16 | 75.33 | 76.60 | 76.49 | 76.66 | 76.00 | 58.25 | 75.67 | 57.14 | 76.27 | 76.45 | 56.27 | 56.73 | 56.33 | 75.99 | 56.53 | 55.82 | 56.00 |
| 266 | 372 | 16 | 0.10 | 48 | 0.00001 | 36 | 1.000000e-08 | 0.000000e+00 | 75.01 | 57.19 | 74.92 | 57.79 | 57.99 | 76.05 | 89.90 | 57.99 | 76.25 | 57.63 | 76.32 | 56.88 | 91.24 | 76.05 | 57.70 | 75.94 | 76.19 | 75.72 | 76.61 | 76.31 | 55.98 | 56.73 | 56.65 | 56.55 | 55.89 | 56.56 |
| 267 | 372 | 16 | 0.10 | 48 | 0.00001 | 36 | 1.000000e-08 | 1.000000e-08 | 75.03 | 58.51 | 74.54 | 57.54 | 74.68 | 75.85 | 75.08 | 50.39 | 56.80 | 58.90 | 76.26 | 76.85 | 75.36 | 75.87 | 56.80 | 76.38 | 75.04 | 75.78 | 76.42 | 76.81 | 56.72 | 56.09 | 76.63 | 55.91 | 56.51 | 55.79 |
| 284 | 372 | 16 | 0.10 | 64 | 0.00001 | 36 | 0.000000e+00 | 0.000000e+00 | 74.68 | 58.52 | 75.94 | 57.95 | 75.26 | 76.94 | 74.67 | 75.92 | 74.59 | 75.34 | 77.21 | 76.32 | 76.04 | 76.35 | 58.22 | 76.74 | 75.75 | 75.43 | 76.71 | 56.96 | 55.70 | 56.67 | 75.73 | 56.08 | 57.82 | 56.86 |
| 285 | 372 | 16 | 0.10 | 64 | 0.00001 | 36 | 0.000000e+00 | 1.000000e-08 | 73.54 | 68.51 | 75.17 | 74.81 | 73.82 | 76.51 | 75.25 | 75.61 | 75.47 | 58.54 | 75.43 | 57.20 | 75.70 | 76.93 | 74.86 | 75.37 | 75.72 | 75.17 | 69.45 | 76.90 | 55.70 | 57.82 | 56.09 | 56.22 | 56.92 | 56.87 |
| 286 | 372 | 16 | 0.10 | 64 | 0.00001 | 36 | 1.000000e-08 | 0.000000e+00 | 74.29 | 57.81 | 73.99 | 74.43 | 74.41 | 76.45 | 74.57 | 74.94 | 57.31 | 75.58 | 76.94 | 57.78 | 75.72 | 75.57 | 60.28 | 76.76 | 57.51 | 58.23 | 76.20 | 56.88 | 75.59 | 56.37 | 76.82 | 56.91 | 56.70 | 56.60 |
| 287 | 372 | 16 | 0.10 | 64 | 0.00001 | 36 | 1.000000e-08 | 1.000000e-08 | 75.03 | 74.67 | 74.48 | 58.79 | 73.94 | 75.97 | 75.06 | 57.83 | 90.14 | 76.08 | 75.43 | 70.78 | 75.52 | 57.97 | 75.02 | 76.02 | 58.63 | 74.85 | 76.07 | 57.70 | 56.11 | 57.39 | 57.48 | 56.37 | 56.46 | 56.15 |
| 304 | 372 | 16 | 0.10 | 32 | 0.00001 | 48 | 0.000000e+00 | 0.000000e+00 | 74.01 | 74.64 | 74.89 | 57.59 | 58.20 | 76.41 | 74.93 | 49.64 | 76.34 | 57.08 | 76.60 | 57.19 | 76.16 | 74.82 | 57.12 | 76.32 | 56.79 | 75.89 | 76.71 | 57.13 | 56.02 | 57.99 | 56.74 | 57.07 | 57.03 | 57.24 |
| 305 | 372 | 16 | 0.10 | 32 | 0.00001 | 48 | 0.000000e+00 | 1.000000e-08 | 74.48 | 74.68 | 59.93 | 74.48 | 73.05 | 68.95 | 75.26 | 59.28 | 75.89 | 74.40 | 57.58 | 57.78 | 73.91 | 75.14 | 58.86 | 88.95 | 58.49 | 75.31 | 75.70 | 57.60 | 75.95 | 57.72 | 58.00 | 57.08 | 57.39 | 58.06 |
| 306 | 372 | 16 | 0.10 | 32 | 0.00001 | 48 | 1.000000e-08 | 0.000000e+00 | 73.82 | 58.69 | 59.41 | 58.11 | 58.46 | 76.28 | 75.39 | 76.27 | 75.46 | 57.46 | 57.37 | 57.50 | 51.08 | 75.24 | 57.42 | 76.29 | 75.35 | 76.34 | 76.96 | 50.00 | 57.32 | 56.51 | 56.01 | 56.27 | 56.21 | 55.51 |
| 307 | 372 | 16 | 0.10 | 32 | 0.00001 | 48 | 1.000000e-08 | 1.000000e-08 | 72.89 | 74.78 | 74.61 | 58.09 | 74.93 | 76.33 | 74.81 | 58.31 | 75.53 | 75.33 | 75.83 | 76.99 | 76.84 | 75.50 | 75.90 | 75.69 | 75.88 | 75.38 | 76.90 | 76.90 | 56.66 | 57.61 | 58.27 | 57.56 | 58.17 | 58.07 |
| 324 | 372 | 16 | 0.10 | 48 | 0.00001 | 48 | 0.000000e+00 | 0.000000e+00 | 74.62 | 58.66 | 75.67 | 57.58 | 75.80 | 76.35 | 88.43 | 56.69 | 76.22 | 76.50 | 57.26 | 56.11 | 75.53 | 57.12 | 57.37 | 76.61 | 76.37 | 69.48 | 77.24 | 57.03 | 56.20 | 56.25 | 56.10 | 57.13 | 56.60 | 55.79 |
| 325 | 372 | 16 | 0.10 | 48 | 0.00001 | 48 | 0.000000e+00 | 1.000000e-08 | 73.82 | 74.62 | 74.93 | 74.16 | 74.10 | 75.24 | 75.23 | 59.29 | 57.31 | 75.39 | 76.13 | 57.06 | 75.26 | 76.00 | 75.75 | 76.60 | 58.18 | 75.71 | 75.66 | 76.85 | 76.18 | 56.51 | 56.53 | 56.94 | 57.13 | 57.14 |
| 326 | 372 | 16 | 0.10 | 48 | 0.00001 | 48 | 1.000000e-08 | 0.000000e+00 | 75.26 | 58.07 | 75.11 | 58.02 | 75.03 | 57.34 | 75.54 | 58.22 | 68.44 | 76.86 | 75.76 | 76.02 | 75.66 | 75.86 | 57.26 | 69.07 | 57.35 | 76.42 | 77.17 | 57.06 | 56.57 | 56.38 | 75.87 | 55.97 | 55.87 | 56.26 |
| 327 | 372 | 16 | 0.10 | 48 | 0.00001 | 48 | 1.000000e-08 | 1.000000e-08 | 75.17 | 58.20 | 73.67 | 59.56 | 75.16 | 76.35 | 75.47 | 58.11 | 75.50 | 75.75 | 75.89 | 76.71 | 75.99 | 75.66 | 57.80 | 89.72 | 58.43 | 74.63 | 76.84 | 76.39 | 56.40 | 57.56 | 76.54 | 57.68 | 57.21 | 56.92 |
| 344 | 372 | 16 | 0.10 | 64 | 0.00001 | 48 | 0.000000e+00 | 0.000000e+00 | 70.01 | 74.49 | 74.88 | 59.47 | 59.33 | 76.25 | 90.13 | 57.91 | 74.89 | 75.35 | 77.02 | 57.11 | 76.98 | 55.90 | 57.19 | 76.46 | 57.14 | 75.73 | 76.11 | 56.93 | 56.85 | 56.85 | 77.19 | 56.29 | 57.09 | 56.76 |
| 345 | 372 | 16 | 0.10 | 64 | 0.00001 | 48 | 0.000000e+00 | 1.000000e-08 | 73.99 | 74.10 | 74.83 | 58.90 | 75.15 | 76.46 | 74.67 | 57.89 | 74.59 | 58.13 | 56.42 | 57.09 | 68.53 | 58.49 | 58.48 | 75.82 | 57.77 | 75.42 | 75.91 | 56.42 | 56.51 | 56.49 | 75.51 | 56.61 | 56.99 | 56.12 |
| 346 | 372 | 16 | 0.10 | 64 | 0.00001 | 48 | 1.000000e-08 | 0.000000e+00 | 75.01 | 58.10 | 74.38 | 58.47 | 74.83 | 69.94 | 73.93 | 59.27 | 75.03 | 75.88 | 57.70 | 58.03 | 74.50 | 58.03 | 58.74 | 90.12 | 57.91 | 56.39 | 75.69 | 77.31 | 56.76 | 57.24 | 76.17 | 56.90 | 57.32 | 55.88 |
| 347 | 372 | 16 | 0.10 | 64 | 0.00001 | 48 | 1.000000e-08 | 1.000000e-08 | 74.93 | 74.98 | 74.62 | 75.17 | 74.61 | 76.11 | 75.02 | 57.53 | 57.74 | 74.85 | 76.35 | 77.21 | 88.95 | 76.46 | 57.83 | 74.60 | 57.55 | 75.32 | 76.16 | 76.84 | 75.38 | 57.01 | 56.26 | 57.05 | 56.51 | 57.17 |
| 364 | 372 | 16 | 0.01 | 32 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 91.19 | 93.26 | 91.95 | 72.71 | 92.60 | 91.57 | 90.20 | 91.41 | 90.05 | 92.54 | 92.57 | 92.31 | 91.41 | 92.79 | 91.64 | 91.16 | 90.94 | 91.47 | 91.66 | 91.78 | 91.01 | 92.94 | 92.81 | 92.28 | 92.20 | 91.20 |
| 365 | 372 | 16 | 0.01 | 32 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 92.25 | 90.45 | 92.12 | 92.57 | 92.31 | 90.94 | 90.19 | 91.73 | 90.68 | 92.67 | 92.30 | 91.28 | 88.73 | 89.99 | 91.06 | 90.50 | 91.79 | 92.32 | 92.46 | 89.84 | 93.52 | 92.26 | 92.36 | 92.75 | 93.68 | 92.49 |
| 366 | 372 | 16 | 0.01 | 32 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 92.66 | 72.75 | 93.43 | 91.33 | 92.10 | 91.32 | 90.80 | 90.67 | 93.70 | 92.38 | 94.34 | 90.65 | 91.01 | 90.10 | 90.96 | 91.59 | 91.63 | 93.49 | 91.88 | 93.06 | 94.04 | 92.47 | 91.96 | 92.57 | 91.89 | 91.26 |
| 367 | 372 | 16 | 0.01 | 32 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 90.75 | 91.75 | 91.61 | 89.63 | 90.63 | 91.13 | 91.57 | 89.75 | 90.94 | 93.00 | 92.01 | 91.22 | 89.65 | 91.44 | 90.25 | 91.19 | 89.94 | 90.35 | 92.32 | 91.60 | 91.63 | 92.63 | 91.83 | 92.40 | 91.39 | 93.43 |
| 384 | 372 | 16 | 0.01 | 48 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 93.38 | 73.30 | 93.17 | 93.82 | 92.64 | 91.11 | 92.42 | 93.02 | 91.75 | 92.71 | 93.68 | 91.81 | 92.82 | 89.94 | 92.95 | 90.83 | 91.95 | 90.72 | 90.62 | 93.82 | 92.69 | 91.86 | 93.79 | 91.02 | 92.84 | 91.84 |
| 385 | 372 | 16 | 0.01 | 48 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 91.78 | 89.61 | 92.66 | 90.93 | 91.99 | 91.92 | 92.52 | 92.00 | 90.68 | 92.33 | 93.38 | 90.33 | 92.74 | 92.27 | 90.29 | 92.14 | 92.00 | 91.50 | 91.31 | 90.75 | 91.87 | 93.65 | 93.93 | 92.76 | 92.50 | 91.23 |
| 386 | 372 | 16 | 0.01 | 48 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 93.79 | 92.68 | 93.20 | 92.85 | 91.65 | 91.56 | 91.63 | 90.92 | 92.48 | 93.58 | 94.23 | 90.43 | 90.83 | 92.21 | 89.17 | 92.62 | 93.22 | 93.43 | 91.67 | 92.38 | 93.12 | 94.08 | 93.93 | 92.32 | 91.37 | 91.04 |
| 387 | 372 | 16 | 0.01 | 48 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 91.04 | 91.81 | 92.99 | 91.64 | 91.51 | 91.11 | 92.26 | 92.97 | 90.22 | 94.10 | 91.58 | 91.15 | 92.45 | 90.83 | 91.21 | 91.45 | 91.86 | 90.68 | 91.11 | 91.52 | 93.15 | 93.33 | 92.31 | 93.04 | 94.17 | 93.17 |
| 404 | 372 | 16 | 0.01 | 64 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 92.49 | 92.55 | 94.22 | 90.69 | 91.73 | 91.21 | 92.64 | 92.05 | 91.68 | 93.38 | 91.93 | 90.77 | 91.49 | 92.47 | 93.04 | 90.96 | 92.29 | 92.02 | 91.29 | 94.09 | 92.55 | 92.70 | 93.32 | 92.54 | 92.93 | 92.14 |
| 405 | 372 | 16 | 0.01 | 64 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 91.56 | 93.00 | 93.59 | 91.75 | 93.46 | 91.55 | 89.97 | 92.97 | 93.52 | 92.93 | 91.96 | 92.05 | 91.22 | 93.83 | 93.14 | 90.33 | 93.36 | 91.62 | 93.77 | 92.56 | 92.96 | 94.96 | 91.97 | 92.67 | 92.55 | 92.00 |
| 406 | 372 | 16 | 0.01 | 64 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 91.42 | 92.36 | 92.46 | 90.43 | 94.55 | 91.09 | 92.75 | 93.11 | 92.71 | 92.43 | 90.66 | 93.50 | 92.66 | 91.49 | 92.46 | 91.18 | 91.21 | 92.06 | 93.43 | 91.37 | 92.33 | 92.16 | 92.96 | 77.87 | 93.94 | 92.97 |
| 407 | 372 | 16 | 0.01 | 64 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 91.05 | 92.49 | 92.77 | 91.36 | 92.62 | 91.92 | 91.15 | 90.50 | 91.01 | 93.43 | 92.34 | 92.80 | 91.84 | 91.62 | 90.41 | 92.62 | 92.12 | 93.42 | 91.43 | 94.71 | 93.89 | 91.81 | 92.53 | 91.40 | 92.71 | 90.86 |
| 424 | 372 | 16 | 0.01 | 32 | 0.00100 | 36 | 0.000000e+00 | 0.000000e+00 | 74.91 | 67.92 | 58.04 | 57.79 | 57.83 | 57.30 | 73.92 | 67.51 | 57.80 | 55.84 | 57.75 | 57.04 | 70.16 | 58.18 | 57.60 | 75.40 | 73.93 | 75.82 | 76.28 | 76.90 | 56.47 | 48.04 | 76.96 | 56.50 | 56.36 | 57.58 |
| 425 | 372 | 16 | 0.01 | 32 | 0.00100 | 36 | 0.000000e+00 | 1.000000e-08 | 57.49 | 58.60 | 74.86 | 57.97 | 58.03 | 58.00 | 74.64 | 58.26 | 68.38 | 57.24 | 76.21 | 57.78 | 74.62 | 59.71 | 58.77 | 74.45 | 57.43 | 69.40 | 57.45 | 75.92 | 75.31 | 57.44 | 57.75 | 56.49 | 57.11 | 57.66 |
| 426 | 372 | 16 | 0.01 | 32 | 0.00100 | 36 | 1.000000e-08 | 0.000000e+00 | 74.63 | 58.90 | 59.01 | 58.81 | 58.16 | 58.49 | 74.32 | 58.70 | 58.58 | 58.10 | 57.44 | 75.80 | 74.15 | 59.04 | 58.30 | 75.81 | 59.25 | 57.05 | 76.11 | 76.41 | 57.69 | 56.86 | 75.50 | 55.80 | 69.77 | 58.04 |
| 427 | 372 | 16 | 0.01 | 32 | 0.00100 | 36 | 1.000000e-08 | 1.000000e-08 | 58.83 | 88.90 | 58.52 | 58.68 | 58.94 | 74.64 | 67.62 | 67.54 | 67.00 | 57.99 | 75.34 | 75.95 | 74.57 | 57.57 | 58.39 | 68.60 | 58.68 | 74.46 | 76.27 | 57.03 | 57.48 | 45.25 | 75.91 | 57.20 | 58.50 | 57.95 |
| 444 | 372 | 16 | 0.01 | 48 | 0.00100 | 36 | 0.000000e+00 | 0.000000e+00 | 59.95 | 58.56 | 69.02 | 58.40 | 69.03 | 69.37 | 68.44 | 69.00 | 55.45 | 56.55 | 56.65 | 58.06 | 75.23 | 57.33 | 58.31 | 68.62 | 70.11 | 68.34 | 70.39 | 55.19 | 56.30 | 56.10 | 57.12 | 56.77 | 57.43 | 56.49 |
| 445 | 372 | 16 | 0.01 | 48 | 0.00100 | 36 | 0.000000e+00 | 1.000000e-08 | 69.67 | 58.15 | 59.34 | 58.70 | 58.16 | 57.50 | 67.84 | 56.98 | 66.89 | 58.14 | 57.84 | 57.69 | 75.26 | 74.94 | 58.01 | 56.79 | 58.40 | 43.09 | 76.20 | 70.61 | 45.26 | 58.06 | 56.84 | 57.11 | 57.00 | 56.25 |
| 446 | 372 | 16 | 0.01 | 48 | 0.00100 | 36 | 1.000000e-08 | 0.000000e+00 | 73.74 | 58.32 | 67.91 | 58.35 | 58.28 | 58.06 | 74.53 | 58.57 | 57.44 | 47.22 | 75.82 | 75.42 | 69.02 | 58.04 | 58.70 | 69.34 | 57.87 | 68.43 | 67.80 | 69.78 | 57.46 | 57.11 | 76.49 | 56.48 | 75.77 | 57.28 |
| 447 | 372 | 16 | 0.01 | 48 | 0.00100 | 36 | 1.000000e-08 | 1.000000e-08 | 59.15 | 58.57 | 69.39 | 58.72 | 58.77 | 58.74 | 67.79 | 56.83 | 58.80 | 57.92 | 69.19 | 76.11 | 75.33 | 69.11 | 58.28 | 68.96 | 45.32 | 68.45 | 75.92 | 53.69 | 75.65 | 46.37 | 56.56 | 58.12 | 56.76 | 57.07 |
| 464 | 372 | 16 | 0.01 | 64 | 0.00100 | 36 | 0.000000e+00 | 0.000000e+00 | 73.53 | 58.67 | 69.18 | 58.87 | 58.72 | 68.45 | 73.49 | 58.02 | 59.36 | 58.38 | 74.71 | 58.25 | 73.54 | 59.33 | 46.30 | 75.14 | 59.08 | 68.82 | 68.78 | 57.61 | 57.97 | 58.27 | 58.29 | 47.16 | 60.01 | 57.17 |
| 465 | 372 | 16 | 0.01 | 64 | 0.00100 | 36 | 0.000000e+00 | 1.000000e-08 | 73.59 | 58.97 | 59.25 | 58.73 | 58.57 | 75.06 | 73.69 | 57.40 | 57.20 | 47.66 | 57.43 | 55.59 | 57.69 | 58.93 | 58.35 | 75.81 | 57.52 | 58.25 | 75.97 | 56.30 | 57.92 | 59.32 | 76.70 | 55.83 | 57.95 | 57.06 |
| 466 | 372 | 16 | 0.01 | 64 | 0.00100 | 36 | 1.000000e-08 | 0.000000e+00 | 59.07 | 58.81 | 58.03 | 58.59 | 58.77 | 57.50 | 73.91 | 59.19 | 68.22 | 56.76 | 69.18 | 58.30 | 75.07 | 59.59 | 57.87 | 68.90 | 68.84 | 69.36 | 57.75 | 57.52 | 46.28 | 44.05 | 75.51 | 57.54 | 57.77 | 57.01 |
| 467 | 372 | 16 | 0.01 | 64 | 0.00100 | 36 | 1.000000e-08 | 1.000000e-08 | 59.50 | 69.51 | 58.25 | 58.29 | 58.89 | 76.07 | 74.72 | 58.94 | 68.26 | 58.56 | 70.23 | 70.01 | 47.29 | 58.43 | 47.44 | 74.89 | 47.27 | 75.08 | 57.39 | 75.34 | 57.29 | 58.73 | 45.96 | 69.79 | 58.29 | 58.90 |
| 484 | 372 | 16 | 0.01 | 32 | 0.00100 | 48 | 0.000000e+00 | 0.000000e+00 | 58.94 | 59.09 | 59.30 | 58.00 | 58.57 | 75.82 | 74.27 | 59.27 | 57.69 | 57.41 | 68.52 | 69.15 | 74.64 | 58.34 | 58.11 | 69.03 | 68.69 | 54.81 | 76.51 | 76.94 | 57.10 | 56.24 | 77.28 | 69.21 | 57.02 | 55.78 |
| 485 | 372 | 16 | 0.01 | 32 | 0.00100 | 48 | 0.000000e+00 | 1.000000e-08 | 68.32 | 58.06 | 69.63 | 58.51 | 58.85 | 69.74 | 75.07 | 67.96 | 69.53 | 54.01 | 68.69 | 70.82 | 68.34 | 57.48 | 58.37 | 75.31 | 74.91 | 67.84 | 57.83 | 75.75 | 56.13 | 57.67 | 57.11 | 56.97 | 45.04 | 57.92 |
| 486 | 372 | 16 | 0.01 | 32 | 0.00100 | 48 | 1.000000e-08 | 0.000000e+00 | 58.52 | 58.71 | 68.19 | 58.70 | 58.82 | 68.63 | 74.27 | 59.19 | 67.81 | 58.14 | 58.36 | 70.15 | 65.41 | 75.32 | 58.91 | 58.02 | 48.37 | 58.29 | 75.91 | 76.96 | 58.53 | 56.88 | 57.14 | 56.47 | 57.50 | 57.58 |
| 487 | 372 | 16 | 0.01 | 32 | 0.00100 | 48 | 1.000000e-08 | 1.000000e-08 | 66.77 | 58.11 | 57.80 | 57.92 | 89.06 | 56.97 | 74.59 | 68.05 | 57.17 | 57.54 | 76.46 | 76.97 | 75.22 | 57.65 | 58.14 | 57.20 | 58.42 | 55.56 | 76.58 | 77.21 | 56.99 | 55.62 | 58.67 | 57.07 | 56.82 | 56.99 |
| 504 | 372 | 16 | 0.01 | 48 | 0.00100 | 48 | 0.000000e+00 | 0.000000e+00 | 75.10 | 67.21 | 58.59 | 58.37 | 58.33 | 58.19 | 73.55 | 58.34 | 67.90 | 57.05 | 69.37 | 58.31 | 74.75 | 69.89 | 58.05 | 57.20 | 75.05 | 69.67 | 57.72 | 55.58 | 58.56 | 47.73 | 76.43 | 57.78 | 56.75 | 56.73 |
| 505 | 372 | 16 | 0.01 | 48 | 0.00100 | 48 | 0.000000e+00 | 1.000000e-08 | 67.79 | 58.53 | 57.33 | 58.50 | 58.34 | 69.52 | 67.95 | 58.62 | 68.61 | 57.81 | 76.59 | 57.09 | 75.15 | 56.24 | 58.49 | 68.60 | 56.63 | 68.79 | 57.29 | 77.14 | 46.82 | 55.62 | 75.66 | 56.80 | 56.06 | 57.71 |
| 506 | 372 | 16 | 0.01 | 48 | 0.00100 | 48 | 1.000000e-08 | 0.000000e+00 | 58.71 | 57.68 | 69.52 | 59.07 | 66.78 | 75.30 | 73.66 | 58.31 | 69.22 | 57.36 | 56.83 | 57.27 | 75.31 | 58.72 | 58.76 | 68.85 | 75.24 | 57.84 | 75.21 | 69.41 | 46.19 | 57.01 | 57.23 | 57.70 | 57.62 | 56.79 |
| 507 | 372 | 16 | 0.01 | 48 | 0.00100 | 48 | 1.000000e-08 | 1.000000e-08 | 60.03 | 58.70 | 58.09 | 58.53 | 57.71 | 57.62 | 74.86 | 57.25 | 58.65 | 68.02 | 68.65 | 70.35 | 75.31 | 75.96 | 58.06 | 75.35 | 57.86 | 57.13 | 75.31 | 76.16 | 57.37 | 56.36 | 46.17 | 69.86 | 75.33 | 57.35 |
| 524 | 372 | 16 | 0.01 | 64 | 0.00100 | 48 | 0.000000e+00 | 0.000000e+00 | 74.68 | 58.11 | 58.02 | 58.33 | 58.44 | 57.22 | 67.76 | 58.06 | 47.14 | 58.97 | 57.75 | 57.75 | 69.45 | 57.32 | 57.83 | 68.54 | 57.89 | 68.10 | 76.17 | 57.54 | 47.52 | 56.74 | 76.39 | 56.17 | 57.48 | 47.33 |
| 525 | 372 | 16 | 0.01 | 64 | 0.00100 | 48 | 0.000000e+00 | 1.000000e-08 | 73.51 | 58.26 | 69.16 | 57.96 | 69.17 | 58.00 | 58.36 | 47.21 | 67.46 | 58.12 | 56.87 | 55.16 | 70.09 | 57.15 | 57.87 | 66.44 | 56.22 | 75.56 | 56.85 | 70.38 | 57.51 | 57.49 | 75.34 | 56.70 | 57.52 | 57.00 |
| 526 | 372 | 16 | 0.01 | 64 | 0.00100 | 48 | 1.000000e-08 | 0.000000e+00 | 68.96 | 58.44 | 59.43 | 58.35 | 58.94 | 59.09 | 59.43 | 58.23 | 57.70 | 68.97 | 69.40 | 69.11 | 89.81 | 58.77 | 46.50 | 69.44 | 58.22 | 73.85 | 57.52 | 76.64 | 57.65 | 57.26 | 74.93 | 57.49 | 57.14 | 57.87 |
| 527 | 372 | 16 | 0.01 | 64 | 0.00100 | 48 | 1.000000e-08 | 1.000000e-08 | 59.29 | 66.86 | 57.95 | 58.59 | 58.48 | 75.21 | 74.81 | 67.86 | 68.31 | 58.32 | 58.09 | 57.55 | 75.46 | 67.19 | 68.81 | 68.52 | 58.59 | 49.33 | 57.86 | 76.13 | 56.26 | 56.81 | 45.47 | 56.62 | 57.01 | 57.64 |
| 544 | 372 | 16 | 0.01 | 32 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 90.80 | 91.68 | 91.07 | 90.42 | 72.75 | 90.93 | 90.73 | 91.03 | 91.44 | 91.25 | 92.27 | 90.65 | 93.73 | 91.89 | 92.94 | 91.45 | 92.16 | 92.72 | 91.02 | 91.79 | 93.12 | 92.72 | 90.52 | 93.28 | 92.33 | 90.26 |
| 545 | 372 | 16 | 0.01 | 32 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 92.41 | 92.41 | 91.38 | 89.72 | 92.83 | 90.76 | 91.38 | 91.12 | 90.80 | 91.79 | 91.48 | 88.71 | 91.14 | 91.74 | 92.70 | 92.99 | 93.27 | 90.23 | 90.99 | 93.99 | 92.73 | 92.73 | 93.41 | 91.10 | 90.84 | 92.66 |
| 546 | 372 | 16 | 0.01 | 32 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 92.34 | 91.18 | 91.29 | 89.37 | 90.68 | 90.81 | 89.98 | 90.66 | 91.14 | 91.08 | 94.69 | 90.70 | 90.42 | 90.91 | 93.39 | 90.04 | 94.76 | 93.48 | 90.84 | 90.59 | 90.61 | 91.76 | 93.07 | 93.69 | 91.40 | 89.98 |
| 547 | 372 | 16 | 0.01 | 32 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 91.96 | 91.57 | 92.29 | 91.46 | 92.94 | 90.72 | 90.52 | 89.09 | 92.68 | 92.27 | 92.89 | 89.23 | 92.24 | 92.22 | 88.66 | 91.65 | 93.34 | 90.26 | 92.36 | 92.83 | 93.01 | 94.03 | 93.98 | 91.87 | 92.61 | 92.07 |
| 564 | 372 | 16 | 0.01 | 48 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 92.67 | 93.87 | 91.51 | 92.60 | 91.39 | 92.49 | 91.00 | 90.23 | 91.66 | 92.52 | 91.28 | 89.85 | 90.02 | 92.31 | 91.98 | 92.46 | 92.71 | 92.08 | 89.13 | 91.72 | 71.79 | 92.42 | 92.22 | 71.64 | 92.02 | 89.60 |
| 565 | 372 | 16 | 0.01 | 48 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 93.01 | 92.99 | 94.39 | 92.91 | 93.07 | 90.13 | 92.38 | 91.51 | 92.25 | 90.80 | 91.64 | 92.66 | 90.81 | 91.15 | 90.20 | 92.50 | 93.21 | 92.32 | 92.00 | 91.51 | 94.34 | 90.81 | 93.92 | 92.27 | 92.73 | 91.43 |
| 566 | 372 | 16 | 0.01 | 48 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 92.80 | 92.17 | 92.88 | 91.38 | 92.50 | 91.36 | 90.96 | 91.89 | 91.14 | 91.48 | 93.40 | 91.00 | 91.40 | 89.48 | 91.66 | 90.71 | 92.37 | 90.56 | 92.71 | 91.42 | 93.46 | 92.73 | 93.41 | 71.41 | 93.31 | 92.48 |
| 567 | 372 | 16 | 0.01 | 48 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 92.86 | 91.59 | 73.31 | 91.99 | 91.65 | 93.60 | 92.64 | 74.71 | 92.25 | 92.12 | 89.36 | 91.78 | 92.68 | 92.24 | 90.55 | 90.92 | 91.29 | 94.15 | 91.13 | 91.20 | 92.27 | 92.11 | 73.12 | 92.73 | 92.43 | 92.13 |
| 584 | 372 | 16 | 0.01 | 64 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 90.78 | 93.37 | 91.57 | 92.30 | 92.58 | 91.19 | 94.15 | 93.54 | 93.54 | 92.12 | 91.57 | 90.02 | 92.37 | 93.88 | 92.56 | 92.25 | 91.77 | 92.22 | 93.94 | 93.23 | 93.80 | 92.70 | 72.75 | 91.94 | 93.85 | 91.46 |
| 585 | 372 | 16 | 0.01 | 64 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 91.85 | 93.48 | 94.35 | 92.38 | 93.66 | 91.51 | 94.01 | 90.05 | 92.37 | 91.04 | 90.95 | 92.71 | 90.69 | 94.12 | 90.27 | 92.77 | 93.83 | 90.76 | 91.52 | 92.07 | 77.08 | 94.58 | 93.07 | 92.79 | 93.64 | 92.80 |
| 586 | 372 | 16 | 0.01 | 64 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 92.69 | 93.17 | 93.46 | 91.27 | 93.90 | 91.83 | 91.54 | 91.83 | 92.93 | 90.92 | 92.49 | 89.15 | 92.77 | 91.40 | 90.43 | 91.46 | 93.53 | 93.32 | 93.36 | 91.25 | 92.43 | 93.38 | 93.27 | 71.48 | 92.66 | 91.92 |
| 587 | 372 | 16 | 0.01 | 64 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 92.02 | 89.90 | 93.97 | 90.15 | 91.79 | 92.45 | 91.72 | 90.78 | 90.10 | 91.67 | 91.94 | 91.65 | 92.58 | 91.75 | 93.84 | 93.36 | 89.85 | 92.41 | 93.56 | 92.65 | 92.74 | 92.15 | 94.17 | 92.31 | 91.89 | 93.06 |
| 604 | 372 | 16 | 0.01 | 32 | 0.00001 | 36 | 0.000000e+00 | 0.000000e+00 | 58.36 | 58.42 | 58.12 | 59.60 | 58.87 | 76.14 | 75.42 | 58.43 | 58.04 | 56.86 | 57.44 | 75.87 | 68.95 | 57.90 | 58.71 | 75.90 | 57.65 | 75.10 | 55.92 | 76.16 | 57.05 | 44.69 | 56.66 | 56.76 | 59.10 | 56.10 |
| 605 | 372 | 16 | 0.01 | 32 | 0.00001 | 36 | 0.000000e+00 | 1.000000e-08 | 59.49 | 58.46 | 58.94 | 58.60 | 67.62 | 68.70 | 68.05 | 58.70 | 57.84 | 58.33 | 75.67 | 56.43 | 68.14 | 58.84 | 57.81 | 75.56 | 57.98 | 46.08 | 57.90 | 69.08 | 58.33 | 57.06 | 58.76 | 57.07 | 58.28 | 58.23 |
| 606 | 372 | 16 | 0.01 | 32 | 0.00001 | 36 | 1.000000e-08 | 0.000000e+00 | 73.44 | 57.94 | 75.17 | 58.31 | 58.68 | 68.42 | 75.12 | 56.92 | 58.86 | 57.73 | 56.71 | 56.79 | 67.60 | 48.73 | 58.15 | 75.40 | 47.99 | 68.80 | 76.27 | 55.58 | 57.86 | 55.87 | 76.06 | 56.19 | 58.71 | 57.04 |
| 607 | 372 | 16 | 0.01 | 32 | 0.00001 | 36 | 1.000000e-08 | 1.000000e-08 | 59.23 | 58.03 | 59.19 | 58.76 | 58.66 | 75.53 | 74.94 | 57.60 | 57.39 | 58.52 | 75.23 | 70.83 | 74.28 | 58.48 | 58.94 | 58.14 | 57.58 | 73.84 | 75.47 | 56.48 | 57.00 | 46.98 | 75.66 | 56.44 | 57.42 | 57.15 |
| 624 | 372 | 16 | 0.01 | 48 | 0.00001 | 36 | 0.000000e+00 | 0.000000e+00 | 73.19 | 69.27 | 57.82 | 58.07 | 48.64 | 57.66 | 58.65 | 58.00 | 56.56 | 56.61 | 68.60 | 57.01 | 74.69 | 57.36 | 57.73 | 74.54 | 57.67 | 68.23 | 71.01 | 69.23 | 56.53 | 56.02 | 76.28 | 57.79 | 57.64 | 44.22 |
| 625 | 372 | 16 | 0.01 | 48 | 0.00001 | 36 | 0.000000e+00 | 1.000000e-08 | 74.19 | 58.54 | 73.81 | 69.63 | 58.15 | 68.92 | 73.56 | 67.84 | 58.70 | 58.26 | 58.09 | 57.72 | 75.08 | 69.33 | 59.55 | 57.66 | 58.29 | 58.06 | 75.23 | 71.49 | 46.11 | 58.37 | 75.40 | 56.71 | 59.13 | 58.11 |
| 626 | 372 | 16 | 0.01 | 48 | 0.00001 | 36 | 1.000000e-08 | 0.000000e+00 | 68.20 | 68.48 | 73.96 | 58.65 | 59.15 | 67.75 | 74.35 | 57.59 | 58.54 | 58.27 | 75.96 | 69.83 | 74.36 | 58.00 | 57.50 | 75.30 | 74.90 | 68.78 | 70.58 | 57.19 | 58.26 | 57.74 | 58.72 | 56.68 | 45.34 | 57.95 |
| 627 | 372 | 16 | 0.01 | 48 | 0.00001 | 36 | 1.000000e-08 | 1.000000e-08 | 68.22 | 58.48 | 57.78 | 58.64 | 58.86 | 57.04 | 73.98 | 68.03 | 47.22 | 58.12 | 58.00 | 75.18 | 74.73 | 47.02 | 58.11 | 70.09 | 58.14 | 74.15 | 76.70 | 75.33 | 56.54 | 45.97 | 55.75 | 56.86 | 56.92 | 56.67 |
| 644 | 372 | 16 | 0.01 | 64 | 0.00001 | 36 | 0.000000e+00 | 0.000000e+00 | 60.64 | 58.72 | 57.95 | 58.49 | 58.51 | 58.17 | 73.72 | 68.17 | 57.58 | 57.90 | 57.89 | 57.95 | 75.40 | 60.01 | 58.85 | 75.33 | 58.10 | 68.69 | 70.96 | 75.67 | 57.92 | 58.61 | 47.47 | 57.41 | 57.51 | 69.25 |
| 645 | 372 | 16 | 0.01 | 64 | 0.00001 | 36 | 0.000000e+00 | 1.000000e-08 | 58.33 | 68.52 | 68.72 | 58.25 | 58.83 | 69.88 | 76.19 | 57.47 | 57.59 | 70.68 | 75.73 | 71.30 | 75.54 | 57.74 | 58.30 | 57.08 | 44.53 | 57.79 | 74.92 | 76.37 | 45.01 | 58.27 | 75.84 | 57.13 | 56.71 | 56.55 |
| 646 | 372 | 16 | 0.01 | 64 | 0.00001 | 36 | 1.000000e-08 | 0.000000e+00 | 58.27 | 68.39 | 58.56 | 58.26 | 69.73 | 57.75 | 57.90 | 68.76 | 67.80 | 57.75 | 75.51 | 57.52 | 74.54 | 57.78 | 58.50 | 75.75 | 67.43 | 75.47 | 75.10 | 58.00 | 57.77 | 56.70 | 56.81 | 57.57 | 57.31 | 56.96 |
| 647 | 372 | 16 | 0.01 | 64 | 0.00001 | 36 | 1.000000e-08 | 1.000000e-08 | 72.89 | 58.48 | 58.83 | 58.28 | 59.35 | 76.07 | 74.98 | 67.56 | 75.07 | 56.00 | 75.48 | 58.67 | 75.69 | 58.60 | 58.07 | 68.51 | 57.91 | 57.50 | 58.61 | 56.72 | 44.09 | 56.79 | 75.04 | 57.07 | 58.19 | 47.51 |
| 664 | 372 | 16 | 0.01 | 32 | 0.00001 | 48 | 0.000000e+00 | 0.000000e+00 | 73.95 | 58.66 | 58.12 | 58.39 | 57.67 | 57.23 | 67.46 | 58.01 | 58.85 | 68.73 | 67.62 | 69.98 | 75.69 | 57.74 | 58.90 | 74.75 | 58.00 | 68.13 | 76.23 | 56.59 | 57.77 | 55.71 | 76.00 | 56.70 | 58.13 | 56.88 |
| 665 | 372 | 16 | 0.01 | 32 | 0.00001 | 48 | 0.000000e+00 | 1.000000e-08 | 75.05 | 58.98 | 68.08 | 58.84 | 57.92 | 69.62 | 69.91 | 48.77 | 68.71 | 57.62 | 68.73 | 57.92 | 68.90 | 57.37 | 58.44 | 75.77 | 57.30 | 75.78 | 57.50 | 69.97 | 57.23 | 56.42 | 76.46 | 56.25 | 58.33 | 55.96 |
| 666 | 372 | 16 | 0.01 | 32 | 0.00001 | 48 | 1.000000e-08 | 0.000000e+00 | 58.01 | 74.19 | 67.69 | 58.34 | 58.76 | 57.70 | 75.14 | 57.72 | 47.59 | 58.62 | 57.75 | 57.14 | 57.77 | 58.04 | 58.11 | 74.18 | 46.28 | 75.47 | 54.03 | 75.94 | 57.12 | 56.92 | 76.24 | 56.73 | 58.38 | 56.16 |
| 667 | 372 | 16 | 0.01 | 32 | 0.00001 | 48 | 1.000000e-08 | 1.000000e-08 | 74.50 | 58.30 | 57.82 | 57.91 | 58.46 | 54.65 | 74.74 | 57.62 | 48.71 | 58.86 | 57.50 | 55.92 | 75.02 | 55.63 | 58.48 | 75.15 | 57.74 | 57.83 | 76.44 | 75.77 | 57.91 | 56.92 | 76.46 | 56.56 | 57.08 | 45.35 |
| 684 | 372 | 16 | 0.01 | 48 | 0.00001 | 48 | 0.000000e+00 | 0.000000e+00 | 58.71 | 58.42 | 67.53 | 58.43 | 57.80 | 75.55 | 68.29 | 58.26 | 57.90 | 58.12 | 77.15 | 57.13 | 75.88 | 57.56 | 57.09 | 69.16 | 45.82 | 69.43 | 57.75 | 71.11 | 44.14 | 44.79 | 69.88 | 56.56 | 69.87 | 57.67 |
| 685 | 372 | 16 | 0.01 | 48 | 0.00001 | 48 | 0.000000e+00 | 1.000000e-08 | 74.93 | 58.62 | 57.80 | 58.77 | 58.43 | 69.70 | 57.81 | 56.96 | 57.82 | 68.05 | 58.12 | 69.63 | 69.18 | 56.78 | 57.97 | 75.45 | 57.07 | 90.29 | 75.72 | 68.65 | 55.77 | 56.38 | 47.65 | 57.11 | 69.20 | 58.77 |
| 686 | 372 | 16 | 0.01 | 48 | 0.00001 | 48 | 1.000000e-08 | 0.000000e+00 | 73.63 | 58.67 | 53.56 | 59.00 | 58.35 | 57.80 | 69.20 | 57.66 | 75.47 | 68.72 | 75.40 | 57.89 | 69.09 | 58.44 | 58.50 | 67.66 | 58.57 | 75.52 | 75.92 | 69.87 | 57.32 | 56.15 | 75.86 | 57.32 | 57.66 | 58.09 |
| 687 | 372 | 16 | 0.01 | 48 | 0.00001 | 48 | 1.000000e-08 | 1.000000e-08 | 57.84 | 57.80 | 58.03 | 57.88 | 57.61 | 56.87 | 68.75 | 57.05 | 58.24 | 57.50 | 57.50 | 57.72 | 69.19 | 57.45 | 57.91 | 75.77 | 57.95 | 73.91 | 70.18 | 57.24 | 58.22 | 56.67 | 44.87 | 42.91 | 56.95 | 56.90 |
| 704 | 372 | 16 | 0.01 | 64 | 0.00001 | 48 | 0.000000e+00 | 0.000000e+00 | 68.24 | 58.59 | 58.98 | 58.41 | 58.53 | 58.00 | 59.27 | 58.04 | 56.22 | 58.13 | 58.06 | 55.78 | 69.40 | 69.53 | 57.24 | 58.54 | 69.98 | 74.27 | 75.85 | 56.55 | 56.43 | 44.43 | 56.32 | 56.68 | 57.69 | 55.82 |
| 705 | 372 | 16 | 0.01 | 64 | 0.00001 | 48 | 0.000000e+00 | 1.000000e-08 | 70.63 | 58.54 | 57.81 | 58.66 | 58.39 | 58.58 | 57.82 | 57.53 | 68.79 | 56.69 | 75.36 | 57.87 | 75.23 | 59.36 | 58.89 | 69.31 | 58.00 | 57.45 | 76.69 | 56.77 | 44.86 | 57.95 | 57.18 | 57.52 | 57.33 | 57.95 |
| 706 | 372 | 16 | 0.01 | 64 | 0.00001 | 48 | 1.000000e-08 | 0.000000e+00 | 59.06 | 58.14 | 57.68 | 58.48 | 58.39 | 68.24 | 73.87 | 57.72 | 57.46 | 57.08 | 57.56 | 56.62 | 75.29 | 74.64 | 57.63 | 68.61 | 57.95 | 58.13 | 75.46 | 75.09 | 58.31 | 55.32 | 47.26 | 56.40 | 56.35 | 46.74 |
| 707 | 372 | 16 | 0.01 | 64 | 0.00001 | 48 | 1.000000e-08 | 1.000000e-08 | 73.88 | 58.02 | 58.27 | 57.56 | 58.40 | 58.00 | 73.94 | 56.98 | 67.13 | 59.14 | 69.07 | 58.50 | 67.55 | 57.82 | 57.54 | 75.44 | 56.85 | 43.83 | 76.65 | 54.87 | 58.05 | 56.92 | 56.72 | 57.43 | 57.05 | 56.36 |
The global mean maximum row:
| mAP_valid_abs_values | mAP_valid_abs_values_2 | mAP_valid_abs_values_3 | mAP_valid_abs_values_4 | mAP_valid_abs_values_5 | mAP_valid_abs_values_6 | mAP_valid_abs_values_7 | mAP_valid_abs_values_8 | mAP_valid_abs_values_9 | mAP_valid_abs_values_10 | mAP_valid_abs_values_11 | mAP_valid_abs_values_12 | mAP_valid_abs_values_13 | mAP_valid_abs_values_14 | mAP_valid_abs_values_15 | mAP_valid_abs_values_16 | mAP_valid_abs_values_17 | mAP_valid_abs_values_18 | mAP_valid_abs_values_19 | mAP_valid_abs_values_20 | mAP_valid_abs_values_21 | mAP_valid_abs_values_22 | mAP_valid_abs_values_23 | mAP_valid_abs_values_24 | mAP_valid_abs_values_25 | mAP_valid_abs_values_26 | average_map | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 365 | 90.32 | 89.76 | 89.41 | 89.64 | 89.15 | 90.16 | 89.44 | 89.98 | 88.37 | 90.26 | 90.06 | 90.00 | 88.92 | 88.78 | 89.58 | 90.29 | 91.02 | 89.49 | 91.76 | 89.54 | 90.20 | 88.83 | 89.65 | 90.80 | 90.04 | 89.05 | 89.788462 |
| 387 | 88.42 | 89.57 | 89.57 | 90.41 | 90.18 | 89.85 | 88.23 | 89.34 | 89.43 | 89.66 | 91.75 | 90.85 | 90.67 | 87.54 | 89.88 | 89.07 | 89.99 | 89.11 | 90.46 | 90.10 | 89.89 | 90.50 | 88.38 | 89.29 | 91.07 | 89.50 | 89.719615 |
| 545 | 89.60 | 90.74 | 88.61 | 89.91 | 90.04 | 89.39 | 90.03 | 89.62 | 90.53 | 88.81 | 90.04 | 89.20 | 90.04 | 89.33 | 89.64 | 89.80 | 90.21 | 88.13 | 90.26 | 90.77 | 88.95 | 88.71 | 89.90 | 89.00 | 88.58 | 90.37 | 89.623462 |
| 386 | 89.16 | 89.67 | 89.33 | 89.47 | 89.52 | 89.18 | 90.50 | 89.51 | 90.09 | 90.66 | 90.03 | 89.62 | 90.05 | 90.09 | 88.48 | 87.73 | 89.55 | 88.87 | 89.50 | 91.21 | 90.02 | 90.42 | 89.23 | 89.84 | 88.24 | 90.14 | 89.619615 |
| 407 | 89.74 | 88.31 | 87.99 | 89.40 | 88.55 | 88.72 | 90.09 | 89.12 | 88.88 | 90.04 | 91.76 | 91.75 | 89.60 | 89.22 | 88.94 | 91.22 | 89.02 | 90.56 | 89.43 | 90.57 | 88.38 | 89.60 | 88.55 | 89.41 | 91.23 | 88.32 | 89.553846 |
| 405 | 90.51 | 89.27 | 88.12 | 87.94 | 90.37 | 90.02 | 87.55 | 91.39 | 88.88 | 88.63 | 89.32 | 89.41 | 89.49 | 89.32 | 90.07 | 90.14 | 91.81 | 90.59 | 88.56 | 90.11 | 88.85 | 90.47 | 88.84 | 90.19 | 87.97 | 89.33 | 89.505769 |
| 385 | 89.31 | 87.21 | 89.67 | 88.66 | 89.61 | 89.43 | 88.35 | 89.40 | 89.60 | 91.18 | 91.03 | 90.33 | 89.95 | 89.26 | 89.52 | 89.69 | 88.47 | 89.73 | 89.62 | 89.21 | 89.01 | 89.67 | 89.77 | 88.80 | 91.36 | 88.92 | 89.490769 |
| 547 | 88.92 | 88.42 | 90.89 | 90.46 | 88.81 | 90.24 | 88.92 | 87.25 | 88.43 | 88.15 | 89.23 | 89.95 | 88.73 | 90.04 | 89.13 | 90.11 | 90.20 | 88.72 | 88.94 | 90.25 | 90.06 | 90.57 | 89.98 | 89.11 | 90.49 | 89.21 | 89.431154 |
| 565 | 88.97 | 90.63 | 89.92 | 88.71 | 88.82 | 89.41 | 88.53 | 89.94 | 90.76 | 88.31 | 90.51 | 89.83 | 89.39 | 89.31 | 89.39 | 90.11 | 89.21 | 88.90 | 89.52 | 89.00 | 89.99 | 88.80 | 88.63 | 87.90 | 88.98 | 89.51 | 89.345385 |
| 367 | 88.97 | 88.43 | 89.12 | 89.00 | 89.12 | 89.42 | 90.48 | 89.81 | 89.49 | 89.15 | 92.17 | 91.02 | 88.54 | 87.55 | 87.09 | 89.70 | 88.53 | 89.22 | 89.22 | 90.89 | 88.53 | 88.95 | 88.36 | 90.89 | 89.43 | 89.61 | 89.334231 |
Model performance on validation data (Mann-Whitney U Test)
Statistical Significance:
Using the global mean maximum row as the reference, we perform the right-tailed t-test to identify significant hyperparameters.
Code
pvalues_mw = []
pvalues_real_mw = []
for _,index in enumerate(dt_valid_sub.index):
_, p_value_mw = stats.mannwhitneyu(max_row[:-1], dt_valid_sub.loc[index][:-1], alternative='greater')#, method = 'asymptotic')
pvalues_real_mw.append(p_value_mw)
pvalues_mw.append((p_value_mw >= 0.05)*1)
dt_valid_sub_mw['pvalues_mw'] = pvalues_real_mw
dt_valid_sub_mw['sig_mw'] = pvalues_mw
dt_valid_sub_mw1 = dt_valid_sub_mw.query('sig_mw == 1')
max_indexx = dt_valid_sub_mw1.iloc[:, :-3].mean().idxmax()
#print(sum(pvalues),max_indexx)| input_size | output_size | learning_rate | batch_size | alpha | margin | l1_reg | l2_reg | mAP_valid_abs_values | mAP_valid_abs_values_2 | mAP_valid_abs_values_3 | mAP_valid_abs_values_4 | mAP_valid_abs_values_5 | mAP_valid_abs_values_6 | mAP_valid_abs_values_7 | mAP_valid_abs_values_8 | mAP_valid_abs_values_9 | mAP_valid_abs_values_10 | mAP_valid_abs_values_11 | mAP_valid_abs_values_12 | mAP_valid_abs_values_13 | mAP_valid_abs_values_14 | mAP_valid_abs_values_15 | mAP_valid_abs_values_16 | mAP_valid_abs_values_17 | mAP_valid_abs_values_18 | mAP_valid_abs_values_19 | mAP_valid_abs_values_20 | mAP_valid_abs_values_21 | mAP_valid_abs_values_22 | mAP_valid_abs_values_23 | mAP_valid_abs_values_24 | mAP_valid_abs_values_25 | mAP_valid_abs_values_26 | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 544 | 372 | 16 | 0.01 | 32 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 87.45 | 90.51 | 91.20 | 88.98 | 75.83 | 88.43 | 89.22 | 88.42 | 88.66 | 89.41 | 88.87 | 90.35 | 89.86 | 89.32 | 90.36 | 89.14 | 90.01 | 90.04 | 90.24 | 90.46 | 89.58 | 90.26 | 86.35 | 89.26 | 89.01 | 87.77 |
| 545 | 372 | 16 | 0.01 | 32 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 89.60 | 90.74 | 88.61 | 89.91 | 90.04 | 89.39 | 90.03 | 89.62 | 90.53 | 88.81 | 90.04 | 89.20 | 90.04 | 89.33 | 89.64 | 89.80 | 90.21 | 88.13 | 90.26 | 90.77 | 88.95 | 88.71 | 89.90 | 89.00 | 88.58 | 90.37 |
| 547 | 372 | 16 | 0.01 | 32 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 88.92 | 88.42 | 90.89 | 90.46 | 88.81 | 90.24 | 88.92 | 87.25 | 88.43 | 88.15 | 89.23 | 89.95 | 88.73 | 90.04 | 89.13 | 90.11 | 90.20 | 88.72 | 88.94 | 90.25 | 90.06 | 90.57 | 89.98 | 89.11 | 90.49 | 89.21 |
| 364 | 372 | 16 | 0.01 | 32 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 87.50 | 89.72 | 87.39 | 76.91 | 88.89 | 89.65 | 87.33 | 90.05 | 89.65 | 88.77 | 90.38 | 91.71 | 90.26 | 89.25 | 89.94 | 90.59 | 90.68 | 89.92 | 89.34 | 90.42 | 89.58 | 89.84 | 89.00 | 89.30 | 89.15 | 89.35 |
| 365 | 372 | 16 | 0.01 | 32 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 90.32 | 89.76 | 89.41 | 89.64 | 89.15 | 90.16 | 89.44 | 89.98 | 88.37 | 90.26 | 90.06 | 90.00 | 88.92 | 88.78 | 89.58 | 90.29 | 91.02 | 89.49 | 91.76 | 89.54 | 90.20 | 88.83 | 89.65 | 90.80 | 90.04 | 89.05 |
| 366 | 372 | 16 | 0.01 | 32 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 89.78 | 77.79 | 88.20 | 90.22 | 88.59 | 90.99 | 88.70 | 89.64 | 89.64 | 90.17 | 89.45 | 89.87 | 89.24 | 89.96 | 89.07 | 89.22 | 90.91 | 88.95 | 90.89 | 91.31 | 89.05 | 89.81 | 88.64 | 88.86 | 89.15 | 88.90 |
| 564 | 372 | 16 | 0.01 | 48 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 88.31 | 90.10 | 89.99 | 89.63 | 89.71 | 90.38 | 89.96 | 88.38 | 88.51 | 90.06 | 89.52 | 90.98 | 89.63 | 88.54 | 88.77 | 91.45 | 90.94 | 88.72 | 89.20 | 90.42 | 75.97 | 90.23 | 88.43 | 76.70 | 87.98 | 88.75 |
| 566 | 372 | 16 | 0.01 | 48 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 87.65 | 90.31 | 91.48 | 90.66 | 88.71 | 90.12 | 88.75 | 90.20 | 87.39 | 88.65 | 90.39 | 89.91 | 89.13 | 88.66 | 89.73 | 89.11 | 88.57 | 89.69 | 91.12 | 91.40 | 89.19 | 90.71 | 87.70 | 76.56 | 90.29 | 89.30 |
| 384 | 372 | 16 | 0.01 | 48 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 89.42 | 77.02 | 89.09 | 90.02 | 87.83 | 91.21 | 89.63 | 89.17 | 87.54 | 88.68 | 90.63 | 91.77 | 89.36 | 88.28 | 89.84 | 88.89 | 88.81 | 89.74 | 90.20 | 91.27 | 90.39 | 89.14 | 88.79 | 87.72 | 89.76 | 90.91 |
| 385 | 372 | 16 | 0.01 | 48 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 89.31 | 87.21 | 89.67 | 88.66 | 89.61 | 89.43 | 88.35 | 89.40 | 89.60 | 91.18 | 91.03 | 90.33 | 89.95 | 89.26 | 89.52 | 89.69 | 88.47 | 89.73 | 89.62 | 89.21 | 89.01 | 89.67 | 89.77 | 88.80 | 91.36 | 88.92 |
| 386 | 372 | 16 | 0.01 | 48 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 89.16 | 89.67 | 89.33 | 89.47 | 89.52 | 89.18 | 90.50 | 89.51 | 90.09 | 90.66 | 90.03 | 89.62 | 90.05 | 90.09 | 88.48 | 87.73 | 89.55 | 88.87 | 89.50 | 91.21 | 90.02 | 90.42 | 89.23 | 89.84 | 88.24 | 90.14 |
| 387 | 372 | 16 | 0.01 | 48 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 88.42 | 89.57 | 89.57 | 90.41 | 90.18 | 89.85 | 88.23 | 89.34 | 89.43 | 89.66 | 91.75 | 90.85 | 90.67 | 87.54 | 89.88 | 89.07 | 89.99 | 89.11 | 90.46 | 90.10 | 89.89 | 90.50 | 88.38 | 89.29 | 91.07 | 89.50 |
| 584 | 372 | 16 | 0.01 | 64 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 88.83 | 89.68 | 88.90 | 89.74 | 89.11 | 90.15 | 90.98 | 90.40 | 89.67 | 88.88 | 87.94 | 90.19 | 87.30 | 89.65 | 88.89 | 90.58 | 89.79 | 91.00 | 90.50 | 90.54 | 90.14 | 88.20 | 75.56 | 89.14 | 88.54 | 89.71 |
| 585 | 372 | 16 | 0.01 | 64 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 88.03 | 89.78 | 89.58 | 88.80 | 89.04 | 90.20 | 88.72 | 90.72 | 88.98 | 89.85 | 89.93 | 90.99 | 88.70 | 89.38 | 88.76 | 89.74 | 90.39 | 89.28 | 90.62 | 91.75 | 76.36 | 89.67 | 88.72 | 89.16 | 88.86 | 90.05 |
| 405 | 372 | 16 | 0.01 | 64 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 90.51 | 89.27 | 88.12 | 87.94 | 90.37 | 90.02 | 87.55 | 91.39 | 88.88 | 88.63 | 89.32 | 89.41 | 89.49 | 89.32 | 90.07 | 90.14 | 91.81 | 90.59 | 88.56 | 90.11 | 88.85 | 90.47 | 88.84 | 90.19 | 87.97 | 89.33 |
| 406 | 372 | 16 | 0.01 | 64 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 88.23 | 86.75 | 88.17 | 89.60 | 89.92 | 89.66 | 88.41 | 91.22 | 89.91 | 89.58 | 90.11 | 91.17 | 89.90 | 90.08 | 89.62 | 89.14 | 89.43 | 89.03 | 89.39 | 91.63 | 89.02 | 89.65 | 88.69 | 77.96 | 89.93 | 89.56 |
| 407 | 372 | 16 | 0.01 | 64 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 89.74 | 88.31 | 87.99 | 89.40 | 88.55 | 88.72 | 90.09 | 89.12 | 88.88 | 90.04 | 91.76 | 91.75 | 89.60 | 89.22 | 88.94 | 91.22 | 89.02 | 90.56 | 89.43 | 90.57 | 88.38 | 89.60 | 88.55 | 89.41 | 91.23 | 88.32 |
Size of the All data: (144, 29)
Size of the Sig data: (17, 34)
Code
####################################################
# Use the hyperparameters to the test data.
####################################################
optimal_params_mw1 = dt_valid.loc[dt_valid_sub_mw1.index][['input_size', 'output_size', 'learning_rate', 'batch_size', 'alpha', 'margin', 'l1_reg', 'l2_reg']]
optimal_params_mw = optimal_params_mw1.reset_index()
optimal_params_mw.drop(['index'], axis=1, inplace = True)
#rotation invariance test data with optimal parameters
test_data_mw1 = pd.merge(optimal_params_mw, dt_test, on=['input_size', 'output_size', 'learning_rate', 'batch_size', 'alpha', 'margin', 'l1_reg', 'l2_reg'])
test_data_1_sub_mw = test_data_mw1[list(test_data_mw1.columns[test_data_mw1.columns.str.startswith('mAP_test')])]Equivalent test data
| input_size | output_size | learning_rate | batch_size | alpha | margin | l1_reg | l2_reg | mAP_test_abs_values | mAP_test_abs_values_2 | mAP_test_abs_values_3 | mAP_test_abs_values_4 | mAP_test_abs_values_5 | mAP_test_abs_values_6 | mAP_test_abs_values_7 | mAP_test_abs_values_8 | mAP_test_abs_values_9 | mAP_test_abs_values_10 | mAP_test_abs_values_11 | mAP_test_abs_values_12 | mAP_test_abs_values_13 | mAP_test_abs_values_14 | mAP_test_abs_values_15 | mAP_test_abs_values_16 | mAP_test_abs_values_17 | mAP_test_abs_values_18 | mAP_test_abs_values_19 | mAP_test_abs_values_20 | mAP_test_abs_values_21 | mAP_test_abs_values_22 | mAP_test_abs_values_23 | mAP_test_abs_values_24 | mAP_test_abs_values_25 | mAP_test_abs_values_26 | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 15 | 372 | 16 | 0.01 | 32 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 90.80 | 91.68 | 91.07 | 90.42 | 72.75 | 90.93 | 90.73 | 91.03 | 91.44 | 91.25 | 92.27 | 90.65 | 93.73 | 91.89 | 92.94 | 91.45 | 92.16 | 92.72 | 91.02 | 91.79 | 93.12 | 92.72 | 90.52 | 93.28 | 92.33 | 90.26 |
| 2 | 372 | 16 | 0.01 | 32 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 92.41 | 92.41 | 91.38 | 89.72 | 92.83 | 90.76 | 91.38 | 91.12 | 90.80 | 91.79 | 91.48 | 88.71 | 91.14 | 91.74 | 92.70 | 92.99 | 93.27 | 90.23 | 90.99 | 93.99 | 92.73 | 92.73 | 93.41 | 91.10 | 90.84 | 92.66 |
| 7 | 372 | 16 | 0.01 | 32 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 91.96 | 91.57 | 92.29 | 91.46 | 92.94 | 90.72 | 90.52 | 89.09 | 92.68 | 92.27 | 92.89 | 89.23 | 92.24 | 92.22 | 88.66 | 91.65 | 93.34 | 90.26 | 92.36 | 92.83 | 93.01 | 94.03 | 93.98 | 91.87 | 92.61 | 92.07 |
| 13 | 372 | 16 | 0.01 | 32 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 91.19 | 93.26 | 91.95 | 72.71 | 92.60 | 91.57 | 90.20 | 91.41 | 90.05 | 92.54 | 92.57 | 92.31 | 91.41 | 92.79 | 91.64 | 91.16 | 90.94 | 91.47 | 91.66 | 91.78 | 91.01 | 92.94 | 92.81 | 92.28 | 92.20 | 91.20 |
| 0 | 372 | 16 | 0.01 | 32 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 92.25 | 90.45 | 92.12 | 92.57 | 92.31 | 90.94 | 90.19 | 91.73 | 90.68 | 92.67 | 92.30 | 91.28 | 88.73 | 89.99 | 91.06 | 90.50 | 91.79 | 92.32 | 92.46 | 89.84 | 93.52 | 92.26 | 92.36 | 92.75 | 93.68 | 92.49 |
| 8 | 372 | 16 | 0.01 | 32 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 92.66 | 72.75 | 93.43 | 91.33 | 92.10 | 91.32 | 90.80 | 90.67 | 93.70 | 92.38 | 94.34 | 90.65 | 91.01 | 90.10 | 90.96 | 91.59 | 91.63 | 93.49 | 91.88 | 93.06 | 94.04 | 92.47 | 91.96 | 92.57 | 91.89 | 91.26 |
| 16 | 372 | 16 | 0.01 | 48 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 92.67 | 93.87 | 91.51 | 92.60 | 91.39 | 92.49 | 91.00 | 90.23 | 91.66 | 92.52 | 91.28 | 89.85 | 90.02 | 92.31 | 91.98 | 92.46 | 92.71 | 92.08 | 89.13 | 91.72 | 71.79 | 92.42 | 92.22 | 71.64 | 92.02 | 89.60 |
| 11 | 372 | 16 | 0.01 | 48 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 92.80 | 92.17 | 92.88 | 91.38 | 92.50 | 91.36 | 90.96 | 91.89 | 91.14 | 91.48 | 93.40 | 91.00 | 91.40 | 89.48 | 91.66 | 90.71 | 92.37 | 90.56 | 92.71 | 91.42 | 93.46 | 92.73 | 93.41 | 71.41 | 93.31 | 92.48 |
| 12 | 372 | 16 | 0.01 | 48 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 93.38 | 73.30 | 93.17 | 93.82 | 92.64 | 91.11 | 92.42 | 93.02 | 91.75 | 92.71 | 93.68 | 91.81 | 92.82 | 89.94 | 92.95 | 90.83 | 91.95 | 90.72 | 90.62 | 93.82 | 92.69 | 91.86 | 93.79 | 91.02 | 92.84 | 91.84 |
| 6 | 372 | 16 | 0.01 | 48 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 91.78 | 89.61 | 92.66 | 90.93 | 91.99 | 91.92 | 92.52 | 92.00 | 90.68 | 92.33 | 93.38 | 90.33 | 92.74 | 92.27 | 90.29 | 92.14 | 92.00 | 91.50 | 91.31 | 90.75 | 91.87 | 93.65 | 93.93 | 92.76 | 92.50 | 91.23 |
| 3 | 372 | 16 | 0.01 | 48 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 93.79 | 92.68 | 93.20 | 92.85 | 91.65 | 91.56 | 91.63 | 90.92 | 92.48 | 93.58 | 94.23 | 90.43 | 90.83 | 92.21 | 89.17 | 92.62 | 93.22 | 93.43 | 91.67 | 92.38 | 93.12 | 94.08 | 93.93 | 92.32 | 91.37 | 91.04 |
| 1 | 372 | 16 | 0.01 | 48 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 91.04 | 91.81 | 92.99 | 91.64 | 91.51 | 91.11 | 92.26 | 92.97 | 90.22 | 94.10 | 91.58 | 91.15 | 92.45 | 90.83 | 91.21 | 91.45 | 91.86 | 90.68 | 91.11 | 91.52 | 93.15 | 93.33 | 92.31 | 93.04 | 94.17 | 93.17 |
| 14 | 372 | 16 | 0.01 | 64 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 90.78 | 93.37 | 91.57 | 92.30 | 92.58 | 91.19 | 94.15 | 93.54 | 93.54 | 92.12 | 91.57 | 90.02 | 92.37 | 93.88 | 92.56 | 92.25 | 91.77 | 92.22 | 93.94 | 93.23 | 93.80 | 92.70 | 72.75 | 91.94 | 93.85 | 91.46 |
| 9 | 372 | 16 | 0.01 | 64 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 91.85 | 93.48 | 94.35 | 92.38 | 93.66 | 91.51 | 94.01 | 90.05 | 92.37 | 91.04 | 90.95 | 92.71 | 90.69 | 94.12 | 90.27 | 92.77 | 93.83 | 90.76 | 91.52 | 92.07 | 77.08 | 94.58 | 93.07 | 92.79 | 93.64 | 92.80 |
| 5 | 372 | 16 | 0.01 | 64 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 91.56 | 93.00 | 93.59 | 91.75 | 93.46 | 91.55 | 89.97 | 92.97 | 93.52 | 92.93 | 91.96 | 92.05 | 91.22 | 93.83 | 93.14 | 90.33 | 93.36 | 91.62 | 93.77 | 92.56 | 92.96 | 94.96 | 91.97 | 92.67 | 92.55 | 92.00 |
| 10 | 372 | 16 | 0.01 | 64 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 91.42 | 92.36 | 92.46 | 90.43 | 94.55 | 91.09 | 92.75 | 93.11 | 92.71 | 92.43 | 90.66 | 93.50 | 92.66 | 91.49 | 92.46 | 91.18 | 91.21 | 92.06 | 93.43 | 91.37 | 92.33 | 92.16 | 92.96 | 77.87 | 93.94 | 92.97 |
| 4 | 372 | 16 | 0.01 | 64 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 91.05 | 92.49 | 92.77 | 91.36 | 92.62 | 91.92 | 91.15 | 90.50 | 91.01 | 93.43 | 92.34 | 92.80 | 91.84 | 91.62 | 90.41 | 92.62 | 92.12 | 93.42 | 91.43 | 94.71 | 93.89 | 91.81 | 92.53 | 91.40 | 92.71 | 90.86 |
Size of the test data: (17, 34)
Average & Std Deviation of the Significant rows:
| mean | std | |
|---|---|---|
| mAP_valid_abs_values_20 | 90.644706 | 0.711540 |
| mAP_valid_abs_values_12 | 90.473529 | 0.820327 |
| mAP_valid_abs_values_11 | 90.025882 | 0.969369 |
| mAP_valid_abs_values_19 | 90.001765 | 0.848508 |
| mAP_valid_abs_values_17 | 89.988235 | 0.937365 |
| mAP_valid_abs_values_6 | 89.869412 | 0.715563 |
| mAP_valid_abs_values_22 | 89.781176 | 0.722728 |
| mAP_valid_abs_values_16 | 89.759412 | 0.926704 |
| mAP_valid_abs_values_8 | 89.635882 | 1.041160 |
| mAP_valid_abs_values_25 | 89.508824 | 1.117083 |
| mAP_valid_abs_values_18 | 89.504118 | 0.766103 |
| mAP_valid_abs_values_10 | 89.496471 | 0.841494 |
| mAP_valid_abs_values_13 | 89.460588 | 0.777283 |
| mAP_valid_abs_values_15 | 89.424706 | 0.538738 |
| mAP_valid_abs_values_26 | 89.361176 | 0.758262 |
| mAP_valid_abs_values_3 | 89.270000 | 1.161255 |
| mAP_valid_abs_values_14 | 89.217647 | 0.690883 |
| mAP_valid_abs_values_7 | 89.106471 | 1.008693 |
| mAP_valid_abs_values_9 | 89.068235 | 0.863649 |
| mAP_valid_abs_values | 88.892941 | 0.951918 |
| mAP_valid_abs_values_4 | 88.850000 | 3.156268 |
| mAP_valid_abs_values_5 | 88.462353 | 3.324029 |
| mAP_valid_abs_values_23 | 88.010588 | 3.324422 |
| mAP_valid_abs_values_21 | 87.920000 | 4.461438 |
| mAP_valid_abs_values_2 | 87.918235 | 4.105006 |
| mAP_valid_abs_values_24 | 87.123529 | 4.845053 |
We then apply the hyperparameters to the test set and average the results.
Code
####################################################
# Use the hyperparameters to the test data.
####################################################
optimal_params = dt_valid.loc[dt_valid_sub_mw1.index][['input_size', 'output_size', 'learning_rate', 'batch_size', 'alpha', 'margin', 'l1_reg', 'l2_reg']].reset_index()
optimal_params.drop(['index'], axis=1, inplace = True)
#rotation invariance test data with optimal parameters
test_data_1 = pd.merge(optimal_params, dt_test, how='left')
test_data_1_sub = test_data_1[list(test_data_1.columns[test_data_1.columns.str.startswith('mAP_test')])]
test_data_1['average_map'] = test_data_1_sub.apply(np.mean, axis=1)
test_data_1.sort_values(by=['average_map'], ascending= False,inplace=True)| mean | std | |
|---|---|---|
| mAP_test_abs_values_22 | 93.025294 | 0.935074 |
| mAP_test_abs_values_25 | 92.732353 | 0.936867 |
| mAP_test_abs_values_3 | 92.552353 | 0.883449 |
| mAP_test_abs_values_10 | 92.445294 | 0.801733 |
| mAP_test_abs_values_11 | 92.404706 | 1.112324 |
| mAP_test_abs_values_17 | 92.325294 | 0.828448 |
| mAP_test_abs_values_20 | 92.284706 | 1.234646 |
| mAP_test_abs_values | 91.964118 | 0.896270 |
| mAP_test_abs_values_19 | 91.824118 | 1.210501 |
| mAP_test_abs_values_14 | 91.806471 | 1.408097 |
| mAP_test_abs_values_9 | 91.790000 | 1.179597 |
| mAP_test_abs_values_18 | 91.737647 | 1.107314 |
| mAP_test_abs_values_26 | 91.728824 | 0.991122 |
| mAP_test_abs_values_16 | 91.688235 | 0.841451 |
| mAP_test_abs_values_23 | 91.641765 | 4.952284 |
| average_map | 91.627195 | 0.572108 |
| mAP_test_abs_values_13 | 91.605882 | 1.203251 |
| mAP_test_abs_values_7 | 91.567059 | 1.268827 |
| mAP_test_abs_values_8 | 91.544118 | 1.268119 |
| mAP_test_abs_values_5 | 91.416471 | 4.875432 |
| mAP_test_abs_values_15 | 91.415294 | 1.340089 |
| mAP_test_abs_values_6 | 91.355882 | 0.461371 |
| mAP_test_abs_values_12 | 91.087059 | 1.311954 |
| mAP_test_abs_values_21 | 90.798235 | 6.273964 |
| mAP_test_abs_values_4 | 90.567647 | 4.711765 |
| mAP_test_abs_values_2 | 90.015294 | 6.485115 |
| mAP_test_abs_values_24 | 88.982941 | 7.462319 |
Summary:
Code
def extract_number(text):
if isinstance(text, str):
matches = re.findall(r'\d+', text)
return int(matches[0]) if matches else 1
return 1
res_valid_mwu_16['id'] = res_valid_mwu_16.index.to_series().apply(extract_number)
res_test_mwu_16['id'] = res_test_mwu_16.index.to_series().apply(extract_number)
res_comb = pd.concat([res_valid_mwu_16,res_test_mwu_16])
index_series = res_comb.index.to_series()
res_comb['type'] = np.where(
index_series.str.contains('valid', case=False), 'valid',
np.where(index_series.str.contains('test', case=False), 'test', 'unknown')
)
res_comb = res_comb.query("type !='unknown'")
res_comb = res_comb.reset_index(drop=True)
res_test_mwu_16 = res_test_mwu_16.sort_values(by=['id']).reset_index().query("index !='average_map'")
res_valid_mwu_16 = res_valid_mwu_16.reset_index(drop=True)
res_valid_mwu_16.columns = ['valid_score', 'std', 'id']
res_valid_mwu_16 = res_valid_mwu_16[['valid_score', 'id']]
res_test_mwu_16.columns = ['label2', 'test_score', 'std', 'id']
res_test_mwu_16 = res_test_mwu_16[['test_score', 'id']]
result_merged_mwu_16 = pd.merge(res_valid_mwu_16,res_test_mwu_16,on='id')
result_merged_mwu_16.sort_values(by=['valid_score'], ascending=False,inplace=True)
result_merged_mwu_16 = result_merged_mwu_16[['id','valid_score','test_score']]
html_table = result_merged_mwu_16.to_html(index=True)
# Wrap in a scrollable div
scrollable_table = f"""
<div style="height: 500px; width: 100%; overflow-x: auto; overflow-y: auto;">
{html_table}
</div>
"""
# Display the scrollable table
display(HTML(scrollable_table))| id | valid_score | test_score | |
|---|---|---|---|
| 0 | 20 | 90.644706 | 92.284706 |
| 1 | 12 | 90.473529 | 91.087059 |
| 2 | 11 | 90.025882 | 92.404706 |
| 3 | 19 | 90.001765 | 91.824118 |
| 4 | 17 | 89.988235 | 92.325294 |
| 5 | 6 | 89.869412 | 91.355882 |
| 6 | 22 | 89.781176 | 93.025294 |
| 7 | 16 | 89.759412 | 91.688235 |
| 8 | 8 | 89.635882 | 91.544118 |
| 9 | 25 | 89.508824 | 92.732353 |
| 10 | 18 | 89.504118 | 91.737647 |
| 11 | 10 | 89.496471 | 92.445294 |
| 12 | 13 | 89.460588 | 91.605882 |
| 13 | 15 | 89.424706 | 91.415294 |
| 14 | 26 | 89.361176 | 91.728824 |
| 15 | 3 | 89.270000 | 92.552353 |
| 16 | 14 | 89.217647 | 91.806471 |
| 17 | 7 | 89.106471 | 91.567059 |
| 18 | 9 | 89.068235 | 91.790000 |
| 19 | 1 | 88.892941 | 91.964118 |
| 20 | 4 | 88.850000 | 90.567647 |
| 21 | 5 | 88.462353 | 91.416471 |
| 22 | 23 | 88.010588 | 91.641765 |
| 23 | 21 | 87.920000 | 90.798235 |
| 24 | 2 | 87.918235 | 90.015294 |
| 25 | 24 | 87.123529 | 88.982941 |
Code
#%%
dt_valid = pd.read_csv(f"descriptors_tain_valid_test/v3_layers/merged_validation_runs_wide_format_abs_13062024_{layer_vsn}.csv")
dt_test = pd.read_csv(f"descriptors_tain_valid_test/v3_layers/merged_test_runs_wide_format_abs_13062024_{layer_vsn}.csv")
output_size = 8
query = (
"output_size == @output_size "
)
dt_valid = dt_valid.query(query)
dt_test = dt_test.query(query)| input_size | output_size | learning_rate | batch_size | alpha | margin | l1_reg | l2_reg | mAP_valid_abs_values | mAP_valid_abs_values_2 | mAP_valid_abs_values_3 | mAP_valid_abs_values_4 | mAP_valid_abs_values_5 | mAP_valid_abs_values_6 | mAP_valid_abs_values_7 | mAP_valid_abs_values_8 | mAP_valid_abs_values_9 | mAP_valid_abs_values_10 | mAP_valid_abs_values_11 | mAP_valid_abs_values_12 | mAP_valid_abs_values_13 | mAP_valid_abs_values_14 | mAP_valid_abs_values_15 | mAP_valid_abs_values_16 | mAP_valid_abs_values_17 | mAP_valid_abs_values_18 | mAP_valid_abs_values_19 | mAP_valid_abs_values_20 | mAP_valid_abs_values_21 | mAP_valid_abs_values_22 | mAP_valid_abs_values_23 | mAP_valid_abs_values_24 | mAP_valid_abs_values_25 | mAP_valid_abs_values_26 | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 372 | 8 | 0.10 | 32 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 65.08 | 71.42 | 58.92 | 72.74 | 65.45 | 56.49 | 64.43 | 65.40 | 66.53 | 73.21 | 71.77 | 42.66 | 73.21 | 64.22 | 73.58 | 64.23 | 65.05 | 65.90 | 75.61 | 65.00 | 66.63 | 66.89 | 67.82 | 66.01 | 65.78 | 66.67 |
| 1 | 372 | 8 | 0.10 | 32 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 69.29 | 65.24 | 63.76 | 64.18 | 71.84 | 61.50 | 59.77 | 65.18 | 65.48 | 64.65 | 73.48 | 63.66 | 73.45 | 64.79 | 63.53 | 63.58 | 65.63 | 63.52 | 62.74 | 63.35 | 70.49 | 66.28 | 63.75 | 65.42 | 64.12 | 66.40 |
| 2 | 372 | 8 | 0.10 | 32 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 65.18 | 65.49 | 66.64 | 64.59 | 65.64 | 66.88 | 59.07 | 64.90 | 65.26 | 64.92 | 55.33 | 64.21 | 65.45 | 64.87 | 64.26 | 72.62 | 64.71 | 72.28 | 60.93 | 63.17 | 65.79 | 65.03 | 65.36 | 63.94 | 66.00 | 64.07 |
| 3 | 372 | 8 | 0.10 | 32 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 64.63 | 65.05 | 63.98 | 64.03 | 65.74 | 74.29 | 55.75 | 64.68 | 72.73 | 56.28 | 62.89 | 63.98 | 72.48 | 64.43 | 63.52 | 64.22 | 64.78 | 67.65 | 62.99 | 62.80 | 66.34 | 65.22 | 65.12 | 65.80 | 64.73 | 64.42 |
| 20 | 372 | 8 | 0.10 | 48 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 72.52 | 65.61 | 69.27 | 63.90 | 73.64 | 61.75 | 73.31 | 64.06 | 73.09 | 65.52 | 73.81 | 69.21 | 84.00 | 72.82 | 65.20 | 64.46 | 62.72 | 73.55 | 55.28 | 62.42 | 65.74 | 65.16 | 64.41 | 64.70 | 65.76 | 64.82 |
| 21 | 372 | 8 | 0.10 | 48 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 66.11 | 65.31 | 55.89 | 64.21 | 64.97 | 64.02 | 71.86 | 63.68 | 73.28 | 65.03 | 74.88 | 63.10 | 73.09 | 63.63 | 64.48 | 74.70 | 64.32 | 64.20 | 69.55 | 68.51 | 65.09 | 64.90 | 65.83 | 63.83 | 64.16 | 65.61 |
| 22 | 372 | 8 | 0.10 | 48 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 72.98 | 62.15 | 65.28 | 65.76 | 73.15 | 62.84 | 72.09 | 64.60 | 42.66 | 64.98 | 62.78 | 63.10 | 74.21 | 64.44 | 66.27 | 74.04 | 64.20 | 73.82 | 64.17 | 62.90 | 65.88 | 65.81 | 64.63 | 65.57 | 63.47 | 64.38 |
| 23 | 372 | 8 | 0.10 | 48 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 64.81 | 65.12 | 73.46 | 64.67 | 65.20 | 74.57 | 71.46 | 64.28 | 73.10 | 64.84 | 74.66 | 62.95 | 73.63 | 63.44 | 65.33 | 75.28 | 63.43 | 63.73 | 65.04 | 69.07 | 64.98 | 66.47 | 64.23 | 64.54 | 63.65 | 64.53 |
| 40 | 372 | 8 | 0.10 | 64 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 72.95 | 64.59 | 72.88 | 64.23 | 73.35 | 74.28 | 73.79 | 62.69 | 74.34 | 63.67 | 73.73 | 63.12 | 73.42 | 62.07 | 63.64 | 73.16 | 63.73 | 63.02 | 64.31 | 60.06 | 65.12 | 65.38 | 62.67 | 65.52 | 64.29 | 65.09 |
| 41 | 372 | 8 | 0.10 | 64 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 72.94 | 73.22 | 64.88 | 42.66 | 73.49 | 65.04 | 73.60 | 64.53 | 73.78 | 73.72 | 68.60 | 61.46 | 73.27 | 64.59 | 63.42 | 80.93 | 64.76 | 64.85 | 74.87 | 62.48 | 64.59 | 64.63 | 64.41 | 64.47 | 64.85 | 63.49 |
| 42 | 372 | 8 | 0.10 | 64 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 72.30 | 72.50 | 65.52 | 65.06 | 68.32 | 64.57 | 73.20 | 64.25 | 72.94 | 65.56 | 74.87 | 63.43 | 73.98 | 84.03 | 64.01 | 66.02 | 65.55 | 63.57 | 64.27 | 64.24 | 54.98 | 52.64 | 73.16 | 63.83 | 64.00 | 65.02 |
| 43 | 372 | 8 | 0.10 | 64 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 72.47 | 65.24 | 71.26 | 65.53 | 73.60 | 74.25 | 55.18 | 64.93 | 65.29 | 73.60 | 63.23 | 63.56 | 74.10 | 64.68 | 64.63 | 63.61 | 63.56 | 74.21 | 75.40 | 64.49 | 63.99 | 64.83 | 64.41 | 65.41 | 64.13 | 63.59 |
| 60 | 372 | 8 | 0.10 | 32 | 0.00100 | 36 | 0.000000e+00 | 0.000000e+00 | 63.36 | 65.44 | 65.64 | 67.27 | 64.88 | 64.98 | 66.56 | 66.34 | 65.32 | 66.66 | 55.97 | 65.05 | 55.46 | 66.87 | 65.51 | 71.00 | 65.15 | 66.80 | 65.18 | 63.86 | 66.32 | 66.45 | 66.17 | 66.97 | 65.57 | 67.63 |
| 61 | 372 | 8 | 0.10 | 32 | 0.00100 | 36 | 0.000000e+00 | 1.000000e-08 | 71.61 | 65.59 | 65.54 | 64.37 | 65.40 | 65.17 | 71.87 | 66.14 | 64.17 | 66.23 | 74.49 | 62.70 | 73.66 | 64.03 | 64.08 | 65.30 | 64.48 | 63.89 | 63.38 | 64.88 | 65.87 | 67.14 | 65.67 | 65.20 | 64.68 | 65.91 |
| 62 | 372 | 8 | 0.10 | 32 | 0.00100 | 36 | 1.000000e-08 | 0.000000e+00 | 56.21 | 65.40 | 64.06 | 65.11 | 64.31 | 68.60 | 65.45 | 64.76 | 64.65 | 55.99 | 55.73 | 63.11 | 65.61 | 63.80 | 64.56 | 64.56 | 63.42 | 71.86 | 68.30 | 65.50 | 66.23 | 67.00 | 63.73 | 64.75 | 64.69 | 64.60 |
| 63 | 372 | 8 | 0.10 | 32 | 0.00100 | 36 | 1.000000e-08 | 1.000000e-08 | 65.42 | 65.25 | 64.85 | 64.81 | 71.19 | 61.89 | 71.70 | 64.56 | 65.74 | 66.50 | 55.78 | 65.07 | 65.10 | 64.02 | 65.32 | 63.32 | 63.33 | 65.10 | 64.44 | 64.06 | 65.30 | 64.86 | 64.22 | 66.73 | 64.84 | 65.34 |
| 80 | 372 | 8 | 0.10 | 48 | 0.00100 | 36 | 0.000000e+00 | 0.000000e+00 | 73.40 | 65.42 | 65.64 | 64.36 | 71.90 | 64.27 | 73.44 | 65.18 | 42.66 | 65.02 | 83.11 | 62.97 | 72.86 | 64.34 | 42.66 | 71.89 | 66.60 | 64.57 | 62.16 | 63.14 | 64.96 | 65.94 | 64.11 | 65.08 | 64.89 | 64.11 |
| 81 | 372 | 8 | 0.10 | 48 | 0.00100 | 36 | 0.000000e+00 | 1.000000e-08 | 64.86 | 65.75 | 73.22 | 64.25 | 64.84 | 63.71 | 73.78 | 64.05 | 65.31 | 73.21 | 73.93 | 64.23 | 85.99 | 63.18 | 64.07 | 73.23 | 62.86 | 73.73 | 64.56 | 74.61 | 65.46 | 53.37 | 64.36 | 63.79 | 64.94 | 63.01 |
| 82 | 372 | 8 | 0.10 | 48 | 0.00100 | 36 | 1.000000e-08 | 0.000000e+00 | 66.26 | 65.32 | 64.48 | 63.86 | 63.18 | 74.55 | 71.54 | 63.82 | 73.62 | 65.90 | 74.32 | 63.85 | 72.59 | 63.54 | 63.29 | 63.73 | 63.13 | 55.29 | 64.18 | 63.12 | 65.34 | 64.86 | 64.13 | 64.24 | 64.35 | 64.26 |
| 83 | 372 | 8 | 0.10 | 48 | 0.00100 | 36 | 1.000000e-08 | 1.000000e-08 | 72.77 | 65.54 | 72.87 | 64.05 | 64.84 | 74.93 | 64.84 | 65.06 | 65.01 | 63.83 | 68.79 | 62.59 | 42.66 | 64.18 | 63.17 | 55.28 | 42.66 | 65.07 | 63.68 | 62.97 | 64.34 | 64.35 | 64.75 | 63.91 | 65.07 | 64.33 |
| 100 | 372 | 8 | 0.10 | 64 | 0.00100 | 36 | 0.000000e+00 | 0.000000e+00 | 73.15 | 63.77 | 65.21 | 65.30 | 62.66 | 69.81 | 72.22 | 73.98 | 63.93 | 64.34 | 63.44 | 60.89 | 54.62 | 63.43 | 63.94 | 69.13 | 63.55 | 82.94 | 75.30 | 63.86 | 63.67 | 64.08 | 65.39 | 62.92 | 64.65 | 64.34 |
| 101 | 372 | 8 | 0.10 | 64 | 0.00100 | 36 | 0.000000e+00 | 1.000000e-08 | 64.87 | 65.94 | 65.68 | 64.95 | 64.83 | 63.37 | 73.01 | 64.53 | 64.38 | 83.73 | 64.17 | 63.44 | 73.89 | 64.23 | 63.85 | 65.64 | 63.30 | 64.59 | 62.68 | 74.10 | 66.46 | 64.08 | 64.02 | 63.62 | 65.02 | 64.91 |
| 102 | 372 | 8 | 0.10 | 64 | 0.00100 | 36 | 1.000000e-08 | 0.000000e+00 | 72.73 | 64.58 | 64.59 | 65.83 | 65.58 | 63.18 | 65.51 | 64.90 | 64.67 | 73.19 | 63.25 | 61.95 | 74.05 | 68.90 | 63.65 | 63.94 | 64.87 | 64.57 | 63.59 | 63.67 | 70.73 | 65.16 | 64.31 | 63.90 | 64.93 | 65.41 |
| 103 | 372 | 8 | 0.10 | 64 | 0.00100 | 36 | 1.000000e-08 | 1.000000e-08 | 70.88 | 64.81 | 62.83 | 42.66 | 63.92 | 63.86 | 72.05 | 65.71 | 73.72 | 65.67 | 62.76 | 63.90 | 85.08 | 62.86 | 63.66 | 74.14 | 63.23 | 73.75 | 64.24 | 63.09 | 63.72 | 65.44 | 63.04 | 64.32 | 63.41 | 64.54 |
| 120 | 372 | 8 | 0.10 | 32 | 0.00100 | 48 | 0.000000e+00 | 0.000000e+00 | 56.17 | 66.60 | 64.36 | 65.85 | 72.33 | 42.66 | 65.28 | 63.64 | 75.14 | 64.84 | 75.06 | 61.19 | 72.67 | 63.09 | 64.56 | 73.50 | 64.26 | 62.57 | 72.35 | 61.97 | 66.46 | 66.59 | 65.49 | 64.90 | 65.25 | 66.97 |
| 121 | 372 | 8 | 0.10 | 32 | 0.00100 | 48 | 0.000000e+00 | 1.000000e-08 | 71.15 | 64.08 | 65.09 | 66.40 | 42.66 | 72.33 | 71.25 | 64.35 | 63.51 | 72.60 | 64.78 | 63.30 | 72.65 | 63.37 | 63.91 | 64.96 | 63.37 | 66.33 | 74.68 | 60.53 | 64.98 | 65.38 | 66.00 | 65.14 | 65.47 | 64.69 |
| 122 | 372 | 8 | 0.10 | 32 | 0.00100 | 48 | 1.000000e-08 | 0.000000e+00 | 64.39 | 63.60 | 63.27 | 64.63 | 65.01 | 63.61 | 73.77 | 63.87 | 64.25 | 64.81 | 62.52 | 63.76 | 74.10 | 54.81 | 64.25 | 63.22 | 63.27 | 72.16 | 61.92 | 63.18 | 66.05 | 67.03 | 64.26 | 64.62 | 63.53 | 64.00 |
| 123 | 372 | 8 | 0.10 | 32 | 0.00100 | 48 | 1.000000e-08 | 1.000000e-08 | 65.86 | 64.80 | 63.66 | 66.04 | 65.59 | 55.78 | 64.89 | 65.99 | 72.73 | 64.90 | 65.80 | 65.52 | 55.39 | 64.03 | 64.47 | 77.82 | 65.04 | 73.18 | 65.53 | 65.16 | 66.28 | 66.03 | 65.69 | 64.70 | 66.33 | 66.14 |
| 140 | 372 | 8 | 0.10 | 48 | 0.00100 | 48 | 0.000000e+00 | 0.000000e+00 | 65.68 | 64.39 | 72.42 | 66.30 | 64.87 | 62.33 | 72.40 | 63.45 | 62.81 | 65.23 | 64.47 | 63.47 | 56.23 | 64.63 | 64.82 | 55.54 | 63.10 | 64.09 | 62.26 | 63.60 | 64.80 | 42.66 | 63.99 | 65.15 | 66.23 | 66.02 |
| 141 | 372 | 8 | 0.10 | 48 | 0.00100 | 48 | 0.000000e+00 | 1.000000e-08 | 42.66 | 82.49 | 64.94 | 64.09 | 63.88 | 72.86 | 72.98 | 64.53 | 64.30 | 73.51 | 74.87 | 64.76 | 74.25 | 64.11 | 42.66 | 84.67 | 42.66 | 81.63 | 64.68 | 61.94 | 63.80 | 64.95 | 65.17 | 65.28 | 64.78 | 64.51 |
| 142 | 372 | 8 | 0.10 | 48 | 0.00100 | 48 | 1.000000e-08 | 0.000000e+00 | 72.65 | 64.68 | 73.29 | 64.92 | 64.32 | 62.09 | 71.97 | 65.04 | 65.01 | 64.49 | 74.62 | 69.83 | 73.45 | 73.51 | 64.09 | 74.37 | 64.11 | 63.35 | 75.27 | 62.53 | 65.20 | 64.28 | 63.85 | 65.20 | 65.46 | 64.57 |
| 143 | 372 | 8 | 0.10 | 48 | 0.00100 | 48 | 1.000000e-08 | 1.000000e-08 | 70.61 | 64.50 | 64.76 | 65.24 | 64.95 | 84.29 | 65.10 | 65.31 | 65.73 | 64.43 | 73.99 | 63.69 | 65.18 | 64.37 | 64.86 | 64.31 | 64.50 | 74.48 | 75.12 | 63.72 | 65.09 | 64.72 | 64.90 | 65.12 | 63.99 | 65.10 |
| 160 | 372 | 8 | 0.10 | 64 | 0.00100 | 48 | 0.000000e+00 | 0.000000e+00 | 72.86 | 64.30 | 65.13 | 65.81 | 64.46 | 62.01 | 73.43 | 65.12 | 69.46 | 83.78 | 74.17 | 63.55 | 85.08 | 73.07 | 65.58 | 74.62 | 64.97 | 71.95 | 68.91 | 74.62 | 64.47 | 66.10 | 64.41 | 63.72 | 65.30 | 64.33 |
| 161 | 372 | 8 | 0.10 | 64 | 0.00100 | 48 | 0.000000e+00 | 1.000000e-08 | 72.84 | 64.71 | 66.19 | 65.62 | 65.08 | 63.93 | 75.11 | 65.69 | 72.86 | 65.54 | 64.32 | 74.40 | 73.82 | 64.56 | 64.56 | 74.09 | 64.18 | 74.21 | 63.46 | 63.67 | 64.65 | 64.88 | 64.87 | 65.17 | 63.70 | 63.19 |
| 162 | 372 | 8 | 0.10 | 64 | 0.00100 | 48 | 1.000000e-08 | 0.000000e+00 | 73.04 | 42.66 | 64.07 | 65.71 | 64.48 | 73.46 | 73.86 | 64.34 | 73.22 | 64.29 | 74.85 | 61.99 | 73.33 | 42.66 | 63.92 | 74.31 | 42.66 | 63.70 | 63.26 | 63.37 | 63.29 | 63.99 | 65.53 | 64.36 | 64.60 | 64.02 |
| 163 | 372 | 8 | 0.10 | 64 | 0.00100 | 48 | 1.000000e-08 | 1.000000e-08 | 73.10 | 66.87 | 63.95 | 64.61 | 73.76 | 62.31 | 72.54 | 64.90 | 55.97 | 72.81 | 63.79 | 62.88 | 74.11 | 63.34 | 64.09 | 64.20 | 63.67 | 65.02 | 64.27 | 63.35 | 63.99 | 65.74 | 63.71 | 63.93 | 64.17 | 65.34 |
| 180 | 372 | 8 | 0.10 | 32 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 72.21 | 65.40 | 64.62 | 73.47 | 63.91 | 70.51 | 72.26 | 64.24 | 64.78 | 72.22 | 71.54 | 61.81 | 71.07 | 62.35 | 64.50 | 63.49 | 72.77 | 76.90 | 62.25 | 61.94 | 65.21 | 64.59 | 65.61 | 65.39 | 64.74 | 63.79 |
| 181 | 372 | 8 | 0.10 | 32 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 73.13 | 71.90 | 64.70 | 65.88 | 65.53 | 62.42 | 66.31 | 65.81 | 64.97 | 65.33 | 62.67 | 64.56 | 63.33 | 64.03 | 64.03 | 73.63 | 64.33 | 64.95 | 62.80 | 62.60 | 65.41 | 63.85 | 65.44 | 64.95 | 66.50 | 66.27 |
| 182 | 372 | 8 | 0.10 | 32 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 66.10 | 66.24 | 65.74 | 63.95 | 60.63 | 63.77 | 72.41 | 64.52 | 66.98 | 64.43 | 63.52 | 64.08 | 72.54 | 64.41 | 64.00 | 64.69 | 64.45 | 56.23 | 63.50 | 61.18 | 65.86 | 66.59 | 65.23 | 63.31 | 66.01 | 64.48 |
| 183 | 372 | 8 | 0.10 | 32 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 71.31 | 65.48 | 72.62 | 64.13 | 65.39 | 62.74 | 70.05 | 65.45 | 65.11 | 72.35 | 72.96 | 72.46 | 73.02 | 64.71 | 63.48 | 72.23 | 64.11 | 73.28 | 64.31 | 64.92 | 67.40 | 66.48 | 65.29 | 65.01 | 66.24 | 65.48 |
| 200 | 372 | 8 | 0.10 | 48 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 70.97 | 71.33 | 64.29 | 65.74 | 66.36 | 61.77 | 65.67 | 64.02 | 65.45 | 65.25 | 63.69 | 64.62 | 66.83 | 63.98 | 64.19 | 73.53 | 63.98 | 65.00 | 62.99 | 63.49 | 66.70 | 66.83 | 65.40 | 64.02 | 65.05 | 65.63 |
| 201 | 372 | 8 | 0.10 | 48 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 73.20 | 66.25 | 65.34 | 64.63 | 64.11 | 63.63 | 73.31 | 73.92 | 65.79 | 65.06 | 73.90 | 63.20 | 69.26 | 64.28 | 63.34 | 73.28 | 62.45 | 64.79 | 64.35 | 62.81 | 64.63 | 65.48 | 64.54 | 66.59 | 64.59 | 65.16 |
| 202 | 372 | 8 | 0.10 | 48 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 73.26 | 73.47 | 72.45 | 65.19 | 64.95 | 74.12 | 73.17 | 65.12 | 70.32 | 65.06 | 69.70 | 63.41 | 74.21 | 65.77 | 63.75 | 72.67 | 64.28 | 65.08 | 73.35 | 62.27 | 63.76 | 65.38 | 72.66 | 64.51 | 65.40 | 65.19 |
| 203 | 372 | 8 | 0.10 | 48 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 71.79 | 64.96 | 64.96 | 64.75 | 65.54 | 69.91 | 72.78 | 65.31 | 64.96 | 64.88 | 65.00 | 73.84 | 73.71 | 63.04 | 65.17 | 63.33 | 64.32 | 71.59 | 64.57 | 64.34 | 64.35 | 64.58 | 64.11 | 64.70 | 64.81 | 65.81 |
| 220 | 372 | 8 | 0.10 | 64 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 72.04 | 65.79 | 64.92 | 64.34 | 72.36 | 62.77 | 42.66 | 64.30 | 65.31 | 64.94 | 64.87 | 63.77 | 71.87 | 63.58 | 65.31 | 67.41 | 63.99 | 73.73 | 64.56 | 64.07 | 65.00 | 65.57 | 64.23 | 65.15 | 66.15 | 64.18 |
| 221 | 372 | 8 | 0.10 | 64 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 72.97 | 64.22 | 64.38 | 64.78 | 73.80 | 64.26 | 73.32 | 65.08 | 74.60 | 64.20 | 73.06 | 74.36 | 74.36 | 63.12 | 64.27 | 75.04 | 64.46 | 64.13 | 64.46 | 63.21 | 64.44 | 65.24 | 64.17 | 64.47 | 64.32 | 64.90 |
| 222 | 372 | 8 | 0.10 | 64 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 72.16 | 64.36 | 72.81 | 64.52 | 64.46 | 62.48 | 82.86 | 65.02 | 72.24 | 73.94 | 74.38 | 69.21 | 74.54 | 63.39 | 63.92 | 73.34 | 62.85 | 73.46 | 74.88 | 70.50 | 63.78 | 65.91 | 63.25 | 64.98 | 64.45 | 63.84 |
| 223 | 372 | 8 | 0.10 | 64 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 73.41 | 64.98 | 64.97 | 65.93 | 65.23 | 62.17 | 72.78 | 74.30 | 65.59 | 67.73 | 64.25 | 63.57 | 73.68 | 63.57 | 65.32 | 64.31 | 64.00 | 66.69 | 68.72 | 63.88 | 64.20 | 64.37 | 64.56 | 64.23 | 65.68 | 63.92 |
| 240 | 372 | 8 | 0.10 | 32 | 0.00001 | 36 | 0.000000e+00 | 0.000000e+00 | 71.36 | 66.03 | 64.25 | 64.89 | 63.48 | 70.57 | 63.86 | 63.76 | 65.30 | 63.61 | 61.21 | 61.87 | 64.18 | 63.67 | 65.20 | 72.63 | 63.84 | 62.43 | 61.83 | 63.51 | 64.89 | 65.32 | 66.84 | 63.73 | 65.81 | 64.88 |
| 241 | 372 | 8 | 0.10 | 32 | 0.00001 | 36 | 0.000000e+00 | 1.000000e-08 | 73.61 | 65.19 | 64.73 | 64.79 | 55.50 | 60.00 | 70.96 | 64.61 | 84.96 | 65.24 | 67.06 | 63.53 | 64.30 | 63.58 | 64.43 | 63.89 | 63.56 | 72.30 | 72.39 | 62.13 | 66.13 | 64.15 | 65.39 | 64.65 | 64.38 | 64.36 |
| 242 | 372 | 8 | 0.10 | 32 | 0.00001 | 36 | 1.000000e-08 | 0.000000e+00 | 56.67 | 64.64 | 62.20 | 65.20 | 56.30 | 65.29 | 64.52 | 64.68 | 72.19 | 64.86 | 65.06 | 64.39 | 64.15 | 63.60 | 64.55 | 63.20 | 63.66 | 64.10 | 62.70 | 60.90 | 64.82 | 64.36 | 66.05 | 64.76 | 65.31 | 65.03 |
| 243 | 372 | 8 | 0.10 | 32 | 0.00001 | 36 | 1.000000e-08 | 1.000000e-08 | 65.61 | 64.78 | 64.93 | 64.85 | 72.15 | 64.92 | 61.77 | 64.21 | 72.60 | 55.86 | 73.93 | 64.07 | 73.73 | 63.74 | 63.33 | 64.31 | 55.99 | 64.52 | 64.86 | 63.47 | 64.84 | 65.16 | 65.22 | 63.96 | 64.83 | 64.76 |
| 260 | 372 | 8 | 0.10 | 48 | 0.00001 | 36 | 0.000000e+00 | 0.000000e+00 | 56.08 | 72.86 | 55.33 | 66.18 | 64.65 | 64.05 | 71.89 | 65.08 | 66.22 | 65.43 | 73.58 | 73.01 | 73.12 | 84.43 | 65.57 | 72.44 | 64.99 | 64.47 | 56.01 | 64.03 | 42.66 | 66.50 | 64.65 | 65.34 | 64.64 | 65.36 |
| 261 | 372 | 8 | 0.10 | 48 | 0.00001 | 36 | 0.000000e+00 | 1.000000e-08 | 73.26 | 73.30 | 65.00 | 65.68 | 64.53 | 64.04 | 66.28 | 65.58 | 72.51 | 64.60 | 64.01 | 65.06 | 74.76 | 63.39 | 65.36 | 74.11 | 65.02 | 75.23 | 63.09 | 63.44 | 65.55 | 65.04 | 64.52 | 65.06 | 63.87 | 64.51 |
| 262 | 372 | 8 | 0.10 | 48 | 0.00001 | 36 | 1.000000e-08 | 0.000000e+00 | 73.65 | 65.48 | 72.02 | 65.46 | 63.65 | 65.12 | 71.78 | 65.28 | 83.88 | 65.64 | 64.32 | 62.46 | 74.80 | 64.20 | 63.73 | 85.23 | 63.52 | 64.82 | 62.34 | 62.79 | 64.31 | 65.55 | 65.26 | 63.57 | 64.01 | 66.24 |
| 263 | 372 | 8 | 0.10 | 48 | 0.00001 | 36 | 1.000000e-08 | 1.000000e-08 | 68.48 | 64.63 | 73.25 | 64.94 | 63.47 | 64.82 | 86.60 | 65.28 | 73.76 | 63.73 | 74.89 | 64.55 | 66.42 | 72.39 | 63.74 | 73.38 | 64.55 | 74.32 | 74.22 | 63.80 | 63.81 | 65.19 | 63.16 | 64.15 | 64.72 | 64.08 |
| 280 | 372 | 8 | 0.10 | 64 | 0.00001 | 36 | 0.000000e+00 | 0.000000e+00 | 72.16 | 74.14 | 73.08 | 65.77 | 73.07 | 71.05 | 72.49 | 73.62 | 63.76 | 72.62 | 56.03 | 61.01 | 74.86 | 64.16 | 64.04 | 67.23 | 63.99 | 65.05 | 63.15 | 63.30 | 64.33 | 64.19 | 64.71 | 65.02 | 64.06 | 64.60 |
| 281 | 372 | 8 | 0.10 | 64 | 0.00001 | 36 | 0.000000e+00 | 1.000000e-08 | 73.66 | 66.08 | 73.17 | 73.84 | 66.02 | 75.67 | 66.37 | 64.23 | 73.11 | 65.12 | 63.80 | 87.04 | 54.46 | 66.47 | 65.39 | 82.78 | 63.71 | 75.02 | 70.92 | 74.41 | 65.06 | 64.66 | 64.86 | 65.93 | 64.51 | 64.46 |
| 282 | 372 | 8 | 0.10 | 64 | 0.00001 | 36 | 1.000000e-08 | 0.000000e+00 | 72.93 | 64.35 | 55.89 | 73.15 | 64.62 | 61.86 | 72.66 | 65.08 | 65.30 | 73.73 | 74.11 | 62.78 | 74.09 | 64.05 | 63.31 | 63.37 | 64.87 | 72.67 | 75.79 | 63.91 | 64.30 | 65.98 | 65.25 | 52.40 | 64.10 | 65.31 |
| 283 | 372 | 8 | 0.10 | 64 | 0.00001 | 36 | 1.000000e-08 | 1.000000e-08 | 55.54 | 65.12 | 65.53 | 65.09 | 72.95 | 63.76 | 73.41 | 65.18 | 66.40 | 64.54 | 74.83 | 64.45 | 74.08 | 63.78 | 64.50 | 65.31 | 64.39 | 63.44 | 69.77 | 64.09 | 64.82 | 66.06 | 64.36 | 63.90 | 64.28 | 51.49 |
| 300 | 372 | 8 | 0.10 | 32 | 0.00001 | 48 | 0.000000e+00 | 0.000000e+00 | 64.18 | 65.47 | 56.10 | 64.47 | 63.80 | 60.70 | 65.26 | 65.81 | 73.00 | 64.79 | 61.21 | 61.11 | 72.68 | 64.49 | 64.14 | 62.96 | 63.64 | 64.62 | 62.08 | 63.77 | 65.23 | 66.34 | 65.65 | 64.38 | 65.75 | 63.58 |
| 301 | 372 | 8 | 0.10 | 32 | 0.00001 | 48 | 0.000000e+00 | 1.000000e-08 | 64.23 | 64.76 | 64.50 | 66.52 | 72.30 | 64.86 | 77.57 | 65.76 | 68.83 | 64.91 | 73.25 | 64.64 | 72.58 | 64.81 | 64.83 | 72.51 | 65.09 | 66.00 | 71.58 | 63.69 | 66.07 | 65.06 | 63.70 | 64.90 | 64.36 | 65.80 |
| 302 | 372 | 8 | 0.10 | 32 | 0.00001 | 48 | 1.000000e-08 | 0.000000e+00 | 71.42 | 64.52 | 72.25 | 64.49 | 63.77 | 74.20 | 71.82 | 72.78 | 64.67 | 73.03 | 63.91 | 63.29 | 81.15 | 64.61 | 64.60 | 59.45 | 63.56 | 66.65 | 63.81 | 63.89 | 65.22 | 65.95 | 64.73 | 64.28 | 67.25 | 65.22 |
| 303 | 372 | 8 | 0.10 | 32 | 0.00001 | 48 | 1.000000e-08 | 1.000000e-08 | 72.84 | 63.65 | 64.03 | 63.52 | 59.59 | 63.03 | 71.37 | 63.81 | 65.89 | 65.66 | 64.80 | 62.66 | 55.84 | 63.44 | 65.25 | 69.05 | 63.29 | 68.81 | 64.02 | 64.31 | 65.91 | 66.53 | 82.56 | 64.70 | 63.84 | 64.95 |
| 320 | 372 | 8 | 0.10 | 48 | 0.00001 | 48 | 0.000000e+00 | 0.000000e+00 | 72.21 | 42.66 | 66.57 | 64.90 | 64.76 | 64.00 | 42.66 | 64.87 | 65.18 | 72.16 | 64.59 | 63.34 | 70.60 | 67.24 | 63.68 | 64.79 | 64.56 | 62.96 | 62.55 | 62.71 | 65.67 | 65.38 | 64.26 | 65.32 | 65.63 | 64.62 |
| 321 | 372 | 8 | 0.10 | 48 | 0.00001 | 48 | 0.000000e+00 | 1.000000e-08 | 72.11 | 64.35 | 64.42 | 63.57 | 56.27 | 71.79 | 71.65 | 66.68 | 65.10 | 64.88 | 64.21 | 63.67 | 74.13 | 63.81 | 73.67 | 64.46 | 62.56 | 72.82 | 75.11 | 62.05 | 65.02 | 65.60 | 64.45 | 66.70 | 64.59 | 64.69 |
| 322 | 372 | 8 | 0.10 | 48 | 0.00001 | 48 | 1.000000e-08 | 0.000000e+00 | 73.52 | 66.14 | 73.06 | 64.31 | 64.83 | 64.62 | 82.16 | 65.08 | 69.61 | 64.57 | 62.85 | 64.34 | 74.50 | 63.60 | 63.27 | 74.31 | 52.05 | 64.54 | 56.14 | 64.45 | 64.12 | 65.76 | 64.08 | 64.33 | 64.20 | 64.78 |
| 323 | 372 | 8 | 0.10 | 48 | 0.00001 | 48 | 1.000000e-08 | 1.000000e-08 | 65.35 | 66.09 | 65.14 | 64.24 | 64.37 | 63.58 | 73.23 | 65.17 | 72.36 | 72.27 | 55.79 | 65.09 | 73.93 | 74.34 | 64.70 | 73.52 | 70.05 | 64.07 | 64.05 | 64.59 | 64.07 | 65.31 | 64.37 | 64.84 | 63.92 | 63.69 |
| 340 | 372 | 8 | 0.10 | 64 | 0.00001 | 48 | 0.000000e+00 | 0.000000e+00 | 73.30 | 65.95 | 72.46 | 65.03 | 65.06 | 63.42 | 72.16 | 65.99 | 65.30 | 65.33 | 74.04 | 63.08 | 74.03 | 63.16 | 63.16 | 74.20 | 64.53 | 74.35 | 69.67 | 63.13 | 52.84 | 66.46 | 66.30 | 65.14 | 64.23 | 64.93 |
| 341 | 372 | 8 | 0.10 | 64 | 0.00001 | 48 | 0.000000e+00 | 1.000000e-08 | 72.56 | 65.64 | 73.29 | 64.48 | 72.68 | 62.09 | 73.69 | 65.29 | 63.44 | 64.33 | 62.73 | 62.85 | 74.87 | 74.08 | 65.50 | 63.98 | 63.47 | 65.02 | 63.86 | 63.54 | 65.08 | 65.37 | 63.88 | 64.82 | 64.57 | 65.36 |
| 342 | 372 | 8 | 0.10 | 64 | 0.00001 | 48 | 1.000000e-08 | 0.000000e+00 | 72.93 | 64.45 | 65.17 | 64.28 | 64.33 | 75.03 | 72.47 | 64.47 | 72.38 | 69.17 | 74.80 | 64.47 | 74.04 | 63.81 | 64.63 | 64.66 | 63.89 | 64.09 | 64.13 | 63.17 | 62.91 | 64.75 | 64.91 | 64.72 | 64.49 | 63.59 |
| 343 | 372 | 8 | 0.10 | 64 | 0.00001 | 48 | 1.000000e-08 | 1.000000e-08 | 73.29 | 65.09 | 55.35 | 65.79 | 73.43 | 63.74 | 86.06 | 64.45 | 63.17 | 63.52 | 74.40 | 73.01 | 63.28 | 63.36 | 65.31 | 55.53 | 74.17 | 65.02 | 71.54 | 62.15 | 64.39 | 63.83 | 63.56 | 64.96 | 64.47 | 64.42 |
| 360 | 372 | 8 | 0.01 | 32 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 74.32 | 65.19 | 68.16 | 65.30 | 65.93 | 68.32 | 73.27 | 64.42 | 67.23 | 64.24 | 64.29 | 63.38 | 64.95 | 50.06 | 63.99 | 63.92 | 67.29 | 52.13 | 74.91 | 64.19 | 65.15 | 64.55 | 74.36 | 65.39 | 53.86 | 64.53 |
| 361 | 372 | 8 | 0.01 | 32 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 72.93 | 64.86 | 65.64 | 69.47 | 65.16 | 74.92 | 73.32 | 64.09 | 63.66 | 64.42 | 69.05 | 66.48 | 73.70 | 53.54 | 63.90 | 73.13 | 64.90 | 64.12 | 64.31 | 62.89 | 63.22 | 54.73 | 72.66 | 64.96 | 64.57 | 64.04 |
| 362 | 372 | 8 | 0.01 | 32 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 73.87 | 64.11 | 64.83 | 64.10 | 64.99 | 74.92 | 69.57 | 55.44 | 72.48 | 64.58 | 75.49 | 63.35 | 72.94 | 52.17 | 62.94 | 69.16 | 52.99 | 73.69 | 63.14 | 73.85 | 67.05 | 63.99 | 72.18 | 63.98 | 63.43 | 64.94 |
| 363 | 372 | 8 | 0.01 | 32 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 65.83 | 66.10 | 65.77 | 64.81 | 65.27 | 64.69 | 68.60 | 65.38 | 68.74 | 64.41 | 74.04 | 64.31 | 69.00 | 73.54 | 64.25 | 73.02 | 63.81 | 64.61 | 64.04 | 63.82 | 63.06 | 65.23 | 66.00 | 65.93 | 65.25 | 65.37 |
| 380 | 372 | 8 | 0.01 | 48 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 72.75 | 68.76 | 65.01 | 65.80 | 65.71 | 63.92 | 68.85 | 63.83 | 63.83 | 70.59 | 63.54 | 63.58 | 73.38 | 63.56 | 63.27 | 69.05 | 73.26 | 54.48 | 74.27 | 63.21 | 63.97 | 65.09 | 64.51 | 65.48 | 72.89 | 64.82 |
| 381 | 372 | 8 | 0.01 | 48 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 67.84 | 64.40 | 63.65 | 64.70 | 65.80 | 74.99 | 73.85 | 65.11 | 63.68 | 67.91 | 62.28 | 62.09 | 73.60 | 69.48 | 63.21 | 73.94 | 62.75 | 74.46 | 69.05 | 70.36 | 54.97 | 62.64 | 53.60 | 64.25 | 52.06 | 65.08 |
| 382 | 372 | 8 | 0.01 | 48 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 73.84 | 65.09 | 65.03 | 64.71 | 64.38 | 63.97 | 72.49 | 63.78 | 68.62 | 65.70 | 62.83 | 62.98 | 69.68 | 62.84 | 63.92 | 72.94 | 58.96 | 65.55 | 74.12 | 74.50 | 65.16 | 63.51 | 63.26 | 64.48 | 64.56 | 63.30 |
| 383 | 372 | 8 | 0.01 | 48 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 64.38 | 64.31 | 68.83 | 64.59 | 65.21 | 63.49 | 67.39 | 63.76 | 64.24 | 63.44 | 62.95 | 63.62 | 72.96 | 63.36 | 63.64 | 68.46 | 63.20 | 73.87 | 75.10 | 63.04 | 63.39 | 65.30 | 52.16 | 64.81 | 65.21 | 64.50 |
| 400 | 372 | 8 | 0.01 | 64 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 65.77 | 64.69 | 65.78 | 65.13 | 64.32 | 61.23 | 65.75 | 54.94 | 69.24 | 64.18 | 74.60 | 68.19 | 73.55 | 64.07 | 63.63 | 69.58 | 54.84 | 70.66 | 63.57 | 69.35 | 63.56 | 53.79 | 71.84 | 63.42 | 52.63 | 64.87 |
| 401 | 372 | 8 | 0.01 | 64 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 73.89 | 65.46 | 65.21 | 64.94 | 65.99 | 67.65 | 55.73 | 64.28 | 68.27 | 62.88 | 75.49 | 63.46 | 70.18 | 64.27 | 64.27 | 73.17 | 63.50 | 63.76 | 63.44 | 63.29 | 63.77 | 62.70 | 53.30 | 52.96 | 63.49 | 63.91 |
| 402 | 372 | 8 | 0.01 | 64 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 73.95 | 64.54 | 64.58 | 64.79 | 65.31 | 68.42 | 64.81 | 65.17 | 69.00 | 69.86 | 63.23 | 63.86 | 74.38 | 63.85 | 63.89 | 73.77 | 63.25 | 62.72 | 63.99 | 63.35 | 63.97 | 63.41 | 63.69 | 65.58 | 64.49 | 65.19 |
| 403 | 372 | 8 | 0.01 | 64 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 71.58 | 64.70 | 65.34 | 64.80 | 68.08 | 63.97 | 73.92 | 63.29 | 62.95 | 69.61 | 62.89 | 62.21 | 72.74 | 62.78 | 63.30 | 65.37 | 62.68 | 63.46 | 62.71 | 64.10 | 64.18 | 63.07 | 51.73 | 64.06 | 64.80 | 63.91 |
| 420 | 372 | 8 | 0.01 | 32 | 0.00100 | 36 | 0.000000e+00 | 0.000000e+00 | 65.86 | 65.04 | 66.11 | 64.81 | 65.00 | 67.09 | 70.96 | 63.57 | 74.11 | 64.42 | 75.12 | 63.52 | 73.18 | 63.56 | 63.80 | 72.83 | 64.06 | 73.64 | 68.47 | 62.95 | 62.68 | 63.31 | 64.35 | 63.51 | 64.04 | 64.65 |
| 421 | 372 | 8 | 0.01 | 32 | 0.00100 | 36 | 0.000000e+00 | 1.000000e-08 | 65.29 | 64.24 | 65.36 | 65.22 | 64.82 | 69.36 | 68.04 | 64.44 | 68.73 | 65.08 | 69.33 | 63.55 | 65.82 | 63.56 | 64.45 | 74.17 | 73.82 | 74.01 | 74.24 | 68.08 | 66.52 | 63.96 | 71.89 | 65.35 | 64.91 | 53.18 |
| 422 | 372 | 8 | 0.01 | 32 | 0.00100 | 36 | 1.000000e-08 | 0.000000e+00 | 73.64 | 64.70 | 65.68 | 64.36 | 65.36 | 74.82 | 69.37 | 63.58 | 73.76 | 64.13 | 61.26 | 69.14 | 73.44 | 73.44 | 64.60 | 71.00 | 63.34 | 63.62 | 63.06 | 63.15 | 63.92 | 65.08 | 64.33 | 63.36 | 64.15 | 63.79 |
| 423 | 372 | 8 | 0.01 | 32 | 0.00100 | 36 | 1.000000e-08 | 1.000000e-08 | 74.02 | 65.70 | 68.17 | 65.58 | 64.89 | 64.65 | 72.34 | 63.97 | 67.28 | 65.76 | 65.03 | 75.12 | 72.69 | 64.22 | 64.06 | 65.10 | 64.17 | 68.41 | 63.50 | 69.39 | 65.28 | 64.11 | 53.74 | 64.26 | 64.65 | 65.03 |
| 440 | 372 | 8 | 0.01 | 48 | 0.00100 | 36 | 0.000000e+00 | 0.000000e+00 | 73.42 | 67.51 | 68.58 | 68.66 | 65.19 | 67.74 | 68.73 | 64.54 | 65.13 | 64.23 | 62.96 | 68.15 | 69.59 | 53.73 | 63.52 | 74.15 | 68.19 | 63.54 | 65.13 | 62.74 | 86.39 | 63.86 | 63.43 | 63.39 | 64.96 | 73.58 |
| 441 | 372 | 8 | 0.01 | 48 | 0.00100 | 36 | 0.000000e+00 | 1.000000e-08 | 65.99 | 64.51 | 68.31 | 69.39 | 66.07 | 64.36 | 64.93 | 64.75 | 64.72 | 69.19 | 63.97 | 64.32 | 72.34 | 69.08 | 63.34 | 68.04 | 85.95 | 69.52 | 63.69 | 74.61 | 64.41 | 63.41 | 71.91 | 64.75 | 65.24 | 64.60 |
| 442 | 372 | 8 | 0.01 | 48 | 0.00100 | 36 | 1.000000e-08 | 0.000000e+00 | 72.90 | 65.04 | 65.14 | 65.09 | 66.44 | 63.35 | 67.43 | 64.93 | 65.61 | 68.95 | 67.05 | 70.21 | 70.06 | 73.04 | 64.02 | 73.51 | 63.97 | 73.08 | 63.70 | 75.15 | 64.68 | 63.31 | 69.36 | 52.59 | 64.35 | 64.54 |
| 443 | 372 | 8 | 0.01 | 48 | 0.00100 | 36 | 1.000000e-08 | 1.000000e-08 | 66.43 | 65.89 | 64.84 | 64.59 | 64.81 | 67.92 | 69.85 | 64.45 | 64.03 | 64.58 | 73.92 | 65.28 | 55.31 | 63.86 | 63.96 | 69.69 | 63.79 | 73.42 | 63.99 | 63.70 | 64.22 | 65.83 | 53.43 | 64.01 | 52.94 | 65.12 |
| 460 | 372 | 8 | 0.01 | 64 | 0.00100 | 36 | 0.000000e+00 | 0.000000e+00 | 73.73 | 64.43 | 67.68 | 64.38 | 64.95 | 68.22 | 72.89 | 69.99 | 74.33 | 64.26 | 74.91 | 67.84 | 68.20 | 63.43 | 64.35 | 73.03 | 69.73 | 69.07 | 69.58 | 62.46 | 63.01 | 63.59 | 64.84 | 64.07 | 65.28 | 52.41 |
| 461 | 372 | 8 | 0.01 | 64 | 0.00100 | 36 | 0.000000e+00 | 1.000000e-08 | 66.14 | 64.44 | 65.38 | 64.95 | 64.70 | 75.13 | 73.68 | 63.02 | 63.79 | 69.47 | 63.79 | 62.95 | 65.13 | 63.25 | 62.06 | 68.15 | 63.20 | 69.08 | 64.50 | 62.94 | 51.91 | 52.35 | 52.45 | 64.54 | 64.27 | 64.40 |
| 462 | 372 | 8 | 0.01 | 64 | 0.00100 | 36 | 1.000000e-08 | 0.000000e+00 | 73.57 | 64.24 | 65.44 | 65.86 | 64.28 | 64.32 | 68.83 | 64.00 | 65.13 | 70.25 | 63.26 | 63.15 | 70.55 | 68.92 | 63.16 | 66.19 | 69.86 | 66.23 | 63.09 | 64.05 | 63.80 | 64.57 | 72.38 | 64.65 | 65.47 | 56.60 |
| 463 | 372 | 8 | 0.01 | 64 | 0.00100 | 36 | 1.000000e-08 | 1.000000e-08 | 65.94 | 63.85 | 65.46 | 64.52 | 64.59 | 74.69 | 69.79 | 63.81 | 63.28 | 63.96 | 63.29 | 63.63 | 69.64 | 51.33 | 63.73 | 72.05 | 53.13 | 64.17 | 63.94 | 63.40 | 63.77 | 52.82 | 64.55 | 64.21 | 64.87 | 64.90 |
| 480 | 372 | 8 | 0.01 | 32 | 0.00100 | 48 | 0.000000e+00 | 0.000000e+00 | 64.98 | 63.97 | 63.46 | 64.37 | 65.08 | 63.81 | 72.22 | 59.25 | 69.21 | 64.93 | 75.40 | 63.85 | 72.70 | 63.81 | 62.87 | 71.62 | 73.48 | 74.17 | 68.33 | 63.32 | 64.41 | 63.44 | 64.36 | 64.35 | 64.78 | 64.64 |
| 481 | 372 | 8 | 0.01 | 32 | 0.00100 | 48 | 0.000000e+00 | 1.000000e-08 | 66.75 | 65.10 | 65.58 | 67.44 | 64.27 | 64.04 | 71.36 | 55.44 | 63.99 | 63.35 | 73.76 | 74.61 | 68.07 | 54.42 | 63.20 | 72.86 | 63.15 | 59.49 | 75.08 | 74.51 | 62.98 | 63.06 | 63.77 | 63.82 | 63.99 | 64.44 |
| 482 | 372 | 8 | 0.01 | 32 | 0.00100 | 48 | 1.000000e-08 | 0.000000e+00 | 73.77 | 64.70 | 67.94 | 64.44 | 64.94 | 63.54 | 74.27 | 68.78 | 54.85 | 61.88 | 75.63 | 75.39 | 70.34 | 63.38 | 63.95 | 60.21 | 63.46 | 63.22 | 74.12 | 69.78 | 53.42 | 62.49 | 72.36 | 63.24 | 64.45 | 63.46 |
| 483 | 372 | 8 | 0.01 | 32 | 0.00100 | 48 | 1.000000e-08 | 1.000000e-08 | 67.32 | 66.94 | 64.90 | 65.22 | 65.70 | 64.29 | 73.31 | 57.24 | 68.54 | 73.32 | 66.99 | 64.07 | 68.34 | 63.24 | 64.07 | 63.76 | 64.01 | 64.90 | 64.24 | 63.63 | 64.45 | 53.90 | 72.61 | 65.20 | 64.26 | 65.20 |
| 500 | 372 | 8 | 0.01 | 48 | 0.00100 | 48 | 0.000000e+00 | 0.000000e+00 | 66.87 | 66.23 | 65.77 | 64.37 | 65.18 | 65.12 | 68.68 | 65.28 | 69.40 | 64.15 | 68.32 | 67.12 | 72.87 | 68.63 | 64.95 | 70.46 | 64.07 | 63.88 | 64.30 | 63.59 | 63.87 | 53.80 | 74.90 | 65.85 | 64.53 | 64.92 |
| 501 | 372 | 8 | 0.01 | 48 | 0.00100 | 48 | 0.000000e+00 | 1.000000e-08 | 73.34 | 69.09 | 65.03 | 65.37 | 64.27 | 67.50 | 64.73 | 64.13 | 70.38 | 64.50 | 63.22 | 74.74 | 69.20 | 53.68 | 64.84 | 72.93 | 68.97 | 72.88 | 74.90 | 63.45 | 54.24 | 64.83 | 74.15 | 65.24 | 64.13 | 65.16 |
| 502 | 372 | 8 | 0.01 | 48 | 0.00100 | 48 | 1.000000e-08 | 0.000000e+00 | 72.74 | 65.20 | 67.76 | 65.63 | 65.69 | 61.71 | 73.72 | 63.98 | 65.89 | 65.80 | 64.95 | 63.84 | 68.20 | 64.02 | 63.52 | 73.82 | 63.29 | 73.30 | 69.26 | 68.02 | 64.08 | 64.28 | 73.29 | 64.26 | 64.74 | 62.27 |
| 503 | 372 | 8 | 0.01 | 48 | 0.00100 | 48 | 1.000000e-08 | 1.000000e-08 | 67.20 | 64.07 | 65.22 | 65.06 | 64.55 | 74.75 | 68.86 | 63.71 | 64.69 | 69.29 | 68.15 | 68.79 | 85.84 | 69.95 | 54.39 | 71.19 | 66.52 | 68.79 | 63.27 | 75.11 | 63.64 | 65.18 | 73.40 | 69.85 | 64.97 | 63.89 |
| 520 | 372 | 8 | 0.01 | 64 | 0.00100 | 48 | 0.000000e+00 | 0.000000e+00 | 73.90 | 65.07 | 65.25 | 65.53 | 64.75 | 63.42 | 72.64 | 62.61 | 63.40 | 64.76 | 75.48 | 63.60 | 72.05 | 64.38 | 63.81 | 73.58 | 57.09 | 68.28 | 68.63 | 63.52 | 63.71 | 64.20 | 64.92 | 64.13 | 65.46 | 64.54 |
| 521 | 372 | 8 | 0.01 | 64 | 0.00100 | 48 | 0.000000e+00 | 1.000000e-08 | 69.07 | 65.46 | 64.69 | 64.74 | 65.94 | 64.05 | 68.71 | 64.21 | 64.22 | 63.40 | 64.54 | 63.72 | 72.86 | 64.00 | 63.24 | 73.43 | 63.18 | 70.14 | 62.70 | 68.85 | 64.41 | 64.65 | 73.67 | 64.76 | 55.15 | 53.20 |
| 522 | 372 | 8 | 0.01 | 64 | 0.00100 | 48 | 1.000000e-08 | 0.000000e+00 | 68.57 | 65.55 | 65.15 | 65.40 | 64.93 | 63.82 | 73.10 | 63.09 | 54.90 | 64.04 | 64.91 | 63.37 | 69.41 | 64.84 | 62.80 | 72.72 | 64.32 | 63.67 | 63.46 | 75.08 | 64.26 | 66.09 | 63.19 | 64.45 | 65.00 | 64.32 |
| 523 | 372 | 8 | 0.01 | 64 | 0.00100 | 48 | 1.000000e-08 | 1.000000e-08 | 65.54 | 64.40 | 65.55 | 65.29 | 64.94 | 75.17 | 73.30 | 70.17 | 63.93 | 69.67 | 63.32 | 63.69 | 72.90 | 63.85 | 63.62 | 69.24 | 63.15 | 64.58 | 69.22 | 70.51 | 64.67 | 63.20 | 65.55 | 64.41 | 64.24 | 64.54 |
| 540 | 372 | 8 | 0.01 | 32 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 65.94 | 74.85 | 64.46 | 63.96 | 67.83 | 63.70 | 74.51 | 64.49 | 69.45 | 69.52 | 64.27 | 60.23 | 67.71 | 63.22 | 63.94 | 72.75 | 73.86 | 54.26 | 74.96 | 73.76 | 63.71 | 63.77 | 53.88 | 64.53 | 65.90 | 64.81 |
| 541 | 372 | 8 | 0.01 | 32 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 65.33 | 65.50 | 65.60 | 64.54 | 67.56 | 68.66 | 67.59 | 55.06 | 69.41 | 64.30 | 63.87 | 64.09 | 50.08 | 63.73 | 63.33 | 63.74 | 73.73 | 63.29 | 64.50 | 75.56 | 63.49 | 65.39 | 54.15 | 64.78 | 53.17 | 65.39 |
| 542 | 372 | 8 | 0.01 | 32 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 73.56 | 65.06 | 64.64 | 65.58 | 65.54 | 69.61 | 73.45 | 64.69 | 64.35 | 65.35 | 64.05 | 64.32 | 73.10 | 53.44 | 64.07 | 73.10 | 64.56 | 63.89 | 64.90 | 64.66 | 64.73 | 63.64 | 72.36 | 65.04 | 65.28 | 65.01 |
| 543 | 372 | 8 | 0.01 | 32 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 72.32 | 65.55 | 63.58 | 65.31 | 66.62 | 64.38 | 65.37 | 55.58 | 65.16 | 70.70 | 64.50 | 74.93 | 72.63 | 63.81 | 63.88 | 65.51 | 51.75 | 64.74 | 69.68 | 68.33 | 55.99 | 63.03 | 53.79 | 65.55 | 68.61 | 65.07 |
| 560 | 372 | 8 | 0.01 | 48 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 68.16 | 65.15 | 64.90 | 68.85 | 66.66 | 75.57 | 73.25 | 64.57 | 64.90 | 63.68 | 74.72 | 68.28 | 73.75 | 63.53 | 63.36 | 63.81 | 62.72 | 73.42 | 87.59 | 62.61 | 63.34 | 52.73 | 72.91 | 63.36 | 63.43 | 64.34 |
| 561 | 372 | 8 | 0.01 | 48 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 73.73 | 69.20 | 68.69 | 65.42 | 64.71 | 68.80 | 73.24 | 64.25 | 64.31 | 63.58 | 67.67 | 63.21 | 72.87 | 69.04 | 64.18 | 73.11 | 54.76 | 73.83 | 74.72 | 69.97 | 57.29 | 64.31 | 73.89 | 52.88 | 53.19 | 64.50 |
| 562 | 372 | 8 | 0.01 | 48 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 65.56 | 65.83 | 65.71 | 66.07 | 64.76 | 74.51 | 68.92 | 64.06 | 69.18 | 64.49 | 74.98 | 63.66 | 69.15 | 73.06 | 63.39 | 64.67 | 63.58 | 73.33 | 74.35 | 63.67 | 64.01 | 55.27 | 73.39 | 64.49 | 64.06 | 64.42 |
| 563 | 372 | 8 | 0.01 | 48 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 65.18 | 69.43 | 63.97 | 64.95 | 51.92 | 64.05 | 69.00 | 63.96 | 64.34 | 65.59 | 74.62 | 62.51 | 69.06 | 74.13 | 64.20 | 71.03 | 65.19 | 68.07 | 62.52 | 63.63 | 64.82 | 62.89 | 72.63 | 64.47 | 64.20 | 64.38 |
| 580 | 372 | 8 | 0.01 | 64 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 73.59 | 65.19 | 64.24 | 64.81 | 64.86 | 74.61 | 65.81 | 63.74 | 71.21 | 67.09 | 60.87 | 69.15 | 73.10 | 64.15 | 63.33 | 72.90 | 63.02 | 64.24 | 68.33 | 63.27 | 64.56 | 63.54 | 52.94 | 64.53 | 64.58 | 63.77 |
| 581 | 372 | 8 | 0.01 | 64 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 67.55 | 65.23 | 64.87 | 66.47 | 64.54 | 62.29 | 70.37 | 64.93 | 63.72 | 63.98 | 74.35 | 75.36 | 72.84 | 55.44 | 63.36 | 72.11 | 70.21 | 70.07 | 63.61 | 74.84 | 64.25 | 63.75 | 71.89 | 64.49 | 64.21 | 53.53 |
| 582 | 372 | 8 | 0.01 | 64 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 66.16 | 69.51 | 68.73 | 64.36 | 65.10 | 69.48 | 69.07 | 63.68 | 55.03 | 63.54 | 62.89 | 63.33 | 72.74 | 69.01 | 63.70 | 65.52 | 63.73 | 73.49 | 63.38 | 69.12 | 54.32 | 64.97 | 62.89 | 64.78 | 64.53 | 64.47 |
| 583 | 372 | 8 | 0.01 | 64 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 65.98 | 66.38 | 64.80 | 65.58 | 65.21 | 68.25 | 65.18 | 64.50 | 64.92 | 69.04 | 64.01 | 62.28 | 72.11 | 62.83 | 63.56 | 70.66 | 64.59 | 63.44 | 75.06 | 63.27 | 64.27 | 64.08 | 53.66 | 63.85 | 56.48 | 65.46 |
| 600 | 372 | 8 | 0.01 | 32 | 0.00001 | 36 | 0.000000e+00 | 0.000000e+00 | 73.20 | 65.03 | 68.73 | 64.91 | 64.66 | 64.65 | 68.39 | 55.94 | 64.45 | 69.78 | 75.33 | 74.78 | 72.58 | 54.52 | 64.80 | 73.06 | 64.86 | 64.28 | 74.88 | 64.31 | 55.42 | 65.56 | 64.07 | 65.09 | 64.68 | 54.57 |
| 601 | 372 | 8 | 0.01 | 32 | 0.00001 | 36 | 0.000000e+00 | 1.000000e-08 | 72.50 | 67.69 | 65.44 | 52.75 | 65.98 | 67.66 | 73.28 | 55.02 | 64.74 | 65.27 | 74.62 | 69.27 | 73.35 | 56.35 | 63.53 | 72.88 | 68.54 | 69.44 | 63.80 | 64.10 | 54.12 | 64.94 | 72.86 | 64.95 | 63.63 | 64.21 |
| 602 | 372 | 8 | 0.01 | 32 | 0.00001 | 36 | 1.000000e-08 | 0.000000e+00 | 74.37 | 66.32 | 65.51 | 65.35 | 65.56 | 64.79 | 73.12 | 65.75 | 68.82 | 66.32 | 70.23 | 69.28 | 72.35 | 64.04 | 64.01 | 73.63 | 64.80 | 64.43 | 64.52 | 64.05 | 65.11 | 63.24 | 66.61 | 65.01 | 65.15 | 66.12 |
| 603 | 372 | 8 | 0.01 | 32 | 0.00001 | 36 | 1.000000e-08 | 1.000000e-08 | 72.68 | 68.33 | 67.78 | 64.27 | 66.77 | 66.48 | 72.29 | 56.34 | 64.94 | 68.07 | 75.28 | 59.84 | 71.82 | 73.61 | 64.15 | 64.25 | 63.46 | 55.92 | 68.88 | 64.25 | 67.35 | 53.23 | 55.04 | 64.63 | 65.46 | 64.60 |
| 620 | 372 | 8 | 0.01 | 48 | 0.00001 | 36 | 0.000000e+00 | 0.000000e+00 | 66.03 | 65.73 | 69.95 | 65.55 | 64.81 | 64.43 | 69.07 | 65.06 | 63.96 | 73.97 | 68.86 | 63.15 | 68.61 | 70.37 | 64.11 | 57.70 | 64.30 | 73.35 | 75.53 | 74.86 | 63.65 | 63.62 | 52.67 | 64.59 | 69.79 | 64.24 |
| 621 | 372 | 8 | 0.01 | 48 | 0.00001 | 36 | 0.000000e+00 | 1.000000e-08 | 73.57 | 65.78 | 67.33 | 65.01 | 64.33 | 67.99 | 73.80 | 64.79 | 59.47 | 64.00 | 63.92 | 62.33 | 73.15 | 54.14 | 63.20 | 72.79 | 62.91 | 73.22 | 74.51 | 64.05 | 63.41 | 64.11 | 53.15 | 63.07 | 64.53 | 65.50 |
| 622 | 372 | 8 | 0.01 | 48 | 0.00001 | 36 | 1.000000e-08 | 0.000000e+00 | 67.88 | 65.29 | 64.34 | 74.15 | 65.85 | 64.70 | 72.86 | 63.83 | 63.88 | 64.96 | 75.23 | 63.15 | 72.64 | 69.92 | 63.42 | 69.78 | 64.07 | 72.89 | 63.82 | 62.72 | 64.10 | 63.94 | 58.34 | 56.42 | 64.29 | 65.43 |
| 623 | 372 | 8 | 0.01 | 48 | 0.00001 | 36 | 1.000000e-08 | 1.000000e-08 | 73.04 | 69.66 | 68.17 | 63.95 | 65.48 | 65.55 | 73.60 | 63.78 | 63.64 | 64.52 | 63.97 | 63.96 | 73.69 | 65.12 | 63.60 | 73.73 | 85.70 | 70.32 | 63.07 | 75.31 | 53.88 | 64.74 | 73.33 | 64.40 | 72.85 | 57.06 |
| 640 | 372 | 8 | 0.01 | 64 | 0.00001 | 36 | 0.000000e+00 | 0.000000e+00 | 66.77 | 65.78 | 69.39 | 64.75 | 65.58 | 66.63 | 71.96 | 70.24 | 65.25 | 64.69 | 69.56 | 64.05 | 64.21 | 68.29 | 64.67 | 70.90 | 63.66 | 64.27 | 63.88 | 75.36 | 64.74 | 63.09 | 73.00 | 64.22 | 65.33 | 65.26 |
| 641 | 372 | 8 | 0.01 | 64 | 0.00001 | 36 | 0.000000e+00 | 1.000000e-08 | 65.23 | 65.31 | 65.37 | 65.47 | 65.08 | 75.64 | 66.69 | 63.70 | 69.70 | 64.18 | 67.33 | 64.03 | 69.52 | 71.19 | 63.15 | 63.67 | 62.87 | 73.07 | 74.35 | 70.54 | 63.29 | 53.75 | 73.14 | 64.97 | 65.16 | 64.59 |
| 642 | 372 | 8 | 0.01 | 64 | 0.00001 | 36 | 1.000000e-08 | 0.000000e+00 | 65.70 | 65.27 | 64.31 | 64.65 | 64.16 | 64.05 | 69.03 | 70.79 | 69.63 | 64.60 | 74.90 | 62.83 | 72.74 | 68.36 | 53.86 | 64.96 | 63.95 | 60.56 | 69.46 | 63.80 | 64.21 | 64.15 | 51.89 | 64.38 | 64.35 | 70.19 |
| 643 | 372 | 8 | 0.01 | 64 | 0.00001 | 36 | 1.000000e-08 | 1.000000e-08 | 66.31 | 64.81 | 69.50 | 65.56 | 67.29 | 62.38 | 72.40 | 64.09 | 64.81 | 64.17 | 63.57 | 67.06 | 71.98 | 63.24 | 64.25 | 68.94 | 52.94 | 70.05 | 69.06 | 63.88 | 64.62 | 52.26 | 64.79 | 64.88 | 64.01 | 64.32 |
| 660 | 372 | 8 | 0.01 | 32 | 0.00001 | 48 | 0.000000e+00 | 0.000000e+00 | 68.05 | 65.28 | 65.65 | 69.42 | 64.88 | 61.68 | 73.56 | 55.26 | 69.48 | 62.98 | 63.86 | 61.25 | 64.41 | 62.57 | 64.34 | 73.32 | 64.30 | 73.48 | 63.49 | 69.55 | 64.37 | 63.97 | 56.32 | 63.48 | 52.28 | 64.54 |
| 661 | 372 | 8 | 0.01 | 32 | 0.00001 | 48 | 0.000000e+00 | 1.000000e-08 | 67.09 | 65.58 | 69.21 | 64.82 | 74.37 | 74.20 | 73.72 | 64.78 | 73.07 | 55.81 | 64.29 | 68.21 | 69.72 | 63.93 | 63.44 | 67.78 | 63.78 | 68.13 | 68.32 | 63.28 | 64.88 | 64.94 | 71.84 | 65.49 | 64.67 | 64.95 |
| 662 | 372 | 8 | 0.01 | 32 | 0.00001 | 48 | 1.000000e-08 | 0.000000e+00 | 73.41 | 65.73 | 65.72 | 68.58 | 65.10 | 64.30 | 73.42 | 64.12 | 69.27 | 54.18 | 64.65 | 63.98 | 72.61 | 68.33 | 62.73 | 74.22 | 63.07 | 63.71 | 68.80 | 64.32 | 63.82 | 63.54 | 72.49 | 63.49 | 62.81 | 64.94 |
| 663 | 372 | 8 | 0.01 | 32 | 0.00001 | 48 | 1.000000e-08 | 1.000000e-08 | 66.49 | 67.79 | 68.85 | 65.43 | 64.98 | 74.05 | 65.56 | 64.05 | 68.36 | 65.86 | 73.90 | 75.35 | 72.74 | 73.84 | 63.48 | 69.73 | 63.83 | 64.11 | 63.32 | 74.07 | 63.45 | 64.62 | 52.07 | 65.35 | 65.64 | 65.05 |
| 680 | 372 | 8 | 0.01 | 48 | 0.00001 | 48 | 0.000000e+00 | 0.000000e+00 | 71.65 | 64.24 | 65.43 | 68.08 | 66.05 | 65.98 | 74.35 | 64.31 | 64.12 | 70.30 | 63.01 | 62.82 | 74.30 | 63.96 | 63.05 | 70.73 | 63.62 | 74.17 | 64.53 | 63.63 | 62.89 | 53.62 | 65.44 | 64.34 | 63.70 | 64.27 |
| 681 | 372 | 8 | 0.01 | 48 | 0.00001 | 48 | 0.000000e+00 | 1.000000e-08 | 72.06 | 65.71 | 68.28 | 64.57 | 55.00 | 74.31 | 72.35 | 68.73 | 73.28 | 63.50 | 63.82 | 66.52 | 72.78 | 63.83 | 63.55 | 58.29 | 63.57 | 73.83 | 70.09 | 64.78 | 64.06 | 63.63 | 68.92 | 52.63 | 53.40 | 72.89 |
| 682 | 372 | 8 | 0.01 | 48 | 0.00001 | 48 | 1.000000e-08 | 0.000000e+00 | 69.05 | 64.93 | 68.83 | 64.18 | 67.81 | 67.08 | 68.47 | 64.18 | 68.98 | 86.99 | 74.37 | 62.61 | 69.49 | 63.71 | 62.96 | 72.73 | 67.78 | 53.71 | 63.82 | 74.66 | 63.86 | 64.26 | 72.44 | 65.13 | 64.32 | 64.85 |
| 683 | 372 | 8 | 0.01 | 48 | 0.00001 | 48 | 1.000000e-08 | 1.000000e-08 | 65.31 | 65.09 | 65.94 | 68.53 | 65.09 | 63.48 | 74.44 | 64.25 | 63.82 | 64.40 | 75.49 | 63.95 | 70.64 | 63.00 | 64.31 | 65.34 | 63.68 | 70.07 | 75.23 | 63.33 | 63.46 | 65.66 | 54.35 | 64.51 | 64.99 | 64.05 |
| 700 | 372 | 8 | 0.01 | 64 | 0.00001 | 48 | 0.000000e+00 | 0.000000e+00 | 65.44 | 65.04 | 65.29 | 65.08 | 64.78 | 67.55 | 70.40 | 64.40 | 69.70 | 66.63 | 64.25 | 62.63 | 71.18 | 62.56 | 62.12 | 52.73 | 52.88 | 63.83 | 75.14 | 67.88 | 64.71 | 64.56 | 73.03 | 64.32 | 63.81 | 65.03 |
| 701 | 372 | 8 | 0.01 | 64 | 0.00001 | 48 | 0.000000e+00 | 1.000000e-08 | 73.50 | 65.12 | 64.81 | 65.54 | 64.83 | 63.06 | 68.66 | 69.64 | 74.07 | 63.63 | 69.31 | 63.74 | 72.80 | 73.62 | 64.35 | 73.57 | 62.63 | 73.25 | 74.33 | 69.72 | 63.99 | 63.87 | 65.73 | 64.31 | 64.84 | 64.89 |
| 702 | 372 | 8 | 0.01 | 64 | 0.00001 | 48 | 1.000000e-08 | 0.000000e+00 | 68.03 | 63.77 | 64.94 | 64.12 | 64.92 | 69.46 | 68.36 | 68.06 | 64.58 | 68.97 | 75.38 | 63.44 | 72.37 | 63.13 | 64.22 | 74.86 | 62.91 | 69.69 | 75.12 | 63.47 | 64.19 | 64.22 | 52.88 | 64.56 | 63.72 | 63.79 |
| 703 | 372 | 8 | 0.01 | 64 | 0.00001 | 48 | 1.000000e-08 | 1.000000e-08 | 68.59 | 64.69 | 65.13 | 65.36 | 66.85 | 64.69 | 69.58 | 68.74 | 71.19 | 68.75 | 63.14 | 75.09 | 73.12 | 63.09 | 63.90 | 73.27 | 65.58 | 73.12 | 75.01 | 63.03 | 64.54 | 63.91 | 53.50 | 64.97 | 54.49 | 53.90 |
| input_size | output_size | learning_rate | batch_size | alpha | margin | l1_reg | l2_reg | mAP_test_abs_values | mAP_test_abs_values_2 | mAP_test_abs_values_3 | mAP_test_abs_values_4 | mAP_test_abs_values_5 | mAP_test_abs_values_6 | mAP_test_abs_values_7 | mAP_test_abs_values_8 | mAP_test_abs_values_9 | mAP_test_abs_values_10 | mAP_test_abs_values_11 | mAP_test_abs_values_12 | mAP_test_abs_values_13 | mAP_test_abs_values_14 | mAP_test_abs_values_15 | mAP_test_abs_values_16 | mAP_test_abs_values_17 | mAP_test_abs_values_18 | mAP_test_abs_values_19 | mAP_test_abs_values_20 | mAP_test_abs_values_21 | mAP_test_abs_values_22 | mAP_test_abs_values_23 | mAP_test_abs_values_24 | mAP_test_abs_values_25 | mAP_test_abs_values_26 | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 372 | 8 | 0.10 | 32 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 58.76 | 73.21 | 59.30 | 74.80 | 58.47 | 50.46 | 58.50 | 58.22 | 58.34 | 74.18 | 74.49 | 49.17 | 75.13 | 56.86 | 74.89 | 57.78 | 58.51 | 57.65 | 76.61 | 56.56 | 58.22 | 59.83 | 59.46 | 57.81 | 57.63 | 58.80 |
| 1 | 372 | 8 | 0.10 | 32 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 71.17 | 58.57 | 57.40 | 58.43 | 73.15 | 55.92 | 59.02 | 58.20 | 58.31 | 58.13 | 76.07 | 56.38 | 75.86 | 57.29 | 57.55 | 56.78 | 57.57 | 56.31 | 55.04 | 56.60 | 75.13 | 57.75 | 56.47 | 56.41 | 57.71 | 57.22 |
| 2 | 372 | 8 | 0.10 | 32 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 58.52 | 59.25 | 60.19 | 59.04 | 59.11 | 68.95 | 55.37 | 58.48 | 57.77 | 57.40 | 50.25 | 56.92 | 59.06 | 57.37 | 58.19 | 75.32 | 58.02 | 74.88 | 55.01 | 56.06 | 57.22 | 56.74 | 57.50 | 57.25 | 58.65 | 57.57 |
| 3 | 372 | 8 | 0.10 | 32 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 58.63 | 58.82 | 58.32 | 58.59 | 58.48 | 76.01 | 50.52 | 57.29 | 73.64 | 50.03 | 56.50 | 57.36 | 75.90 | 56.80 | 56.80 | 57.32 | 57.54 | 68.12 | 56.47 | 57.01 | 58.51 | 57.51 | 57.17 | 57.52 | 57.11 | 57.16 |
| 20 | 372 | 8 | 0.10 | 48 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 73.75 | 59.64 | 72.15 | 56.97 | 74.37 | 55.86 | 75.28 | 57.50 | 76.23 | 57.89 | 76.52 | 68.89 | 88.68 | 75.48 | 57.75 | 56.91 | 56.03 | 75.59 | 49.98 | 55.62 | 57.71 | 56.32 | 57.36 | 57.14 | 57.30 | 56.86 |
| 21 | 372 | 8 | 0.10 | 48 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 58.19 | 58.43 | 49.95 | 57.86 | 59.10 | 56.81 | 74.45 | 57.54 | 75.15 | 58.25 | 75.74 | 57.44 | 75.51 | 56.30 | 57.41 | 76.20 | 56.66 | 57.90 | 70.18 | 70.80 | 56.63 | 57.41 | 57.17 | 57.79 | 57.32 | 58.27 |
| 22 | 372 | 8 | 0.10 | 48 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 74.82 | 57.06 | 58.94 | 58.84 | 74.49 | 56.63 | 75.01 | 57.90 | 49.17 | 57.96 | 56.50 | 57.54 | 75.75 | 57.73 | 57.77 | 76.74 | 57.09 | 75.28 | 56.61 | 57.03 | 58.32 | 58.54 | 57.60 | 57.37 | 56.97 | 56.91 |
| 23 | 372 | 8 | 0.10 | 48 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 59.53 | 58.98 | 74.66 | 58.62 | 58.50 | 75.95 | 74.59 | 57.43 | 75.40 | 57.36 | 76.24 | 57.59 | 75.61 | 56.43 | 57.27 | 76.12 | 57.11 | 56.13 | 56.81 | 69.22 | 57.05 | 58.13 | 57.35 | 57.05 | 56.11 | 56.96 |
| 40 | 372 | 8 | 0.10 | 64 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 75.31 | 57.67 | 74.79 | 58.56 | 74.77 | 76.10 | 75.30 | 57.21 | 76.05 | 57.62 | 75.85 | 57.43 | 76.63 | 56.57 | 57.29 | 74.91 | 56.34 | 57.93 | 57.27 | 53.54 | 57.85 | 57.53 | 57.00 | 58.15 | 56.41 | 57.62 |
| 41 | 372 | 8 | 0.10 | 64 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 74.65 | 74.42 | 58.94 | 49.17 | 74.31 | 57.94 | 74.65 | 57.69 | 74.56 | 74.92 | 69.03 | 55.64 | 75.77 | 57.21 | 58.08 | 83.64 | 57.51 | 57.49 | 76.45 | 56.79 | 57.03 | 57.30 | 57.78 | 56.72 | 56.95 | 57.24 |
| 42 | 372 | 8 | 0.10 | 64 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 72.83 | 74.92 | 59.47 | 59.59 | 67.13 | 57.50 | 73.73 | 57.39 | 75.82 | 58.49 | 76.41 | 57.35 | 75.32 | 89.37 | 57.93 | 58.48 | 57.83 | 57.11 | 57.04 | 57.46 | 45.06 | 44.17 | 76.39 | 56.51 | 57.38 | 56.76 |
| 43 | 372 | 8 | 0.10 | 64 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 73.78 | 58.17 | 72.82 | 59.41 | 74.25 | 75.60 | 49.50 | 57.14 | 58.54 | 75.14 | 57.62 | 57.12 | 75.31 | 57.52 | 58.40 | 56.59 | 57.21 | 75.83 | 76.22 | 57.03 | 57.49 | 57.93 | 58.18 | 58.27 | 58.18 | 57.39 |
| 60 | 372 | 8 | 0.10 | 32 | 0.00100 | 36 | 0.000000e+00 | 0.000000e+00 | 57.92 | 58.30 | 60.36 | 60.18 | 58.64 | 57.50 | 59.59 | 58.34 | 58.38 | 59.74 | 50.15 | 57.38 | 51.24 | 58.80 | 57.49 | 74.26 | 57.74 | 58.87 | 57.62 | 56.43 | 59.42 | 58.64 | 57.87 | 58.88 | 58.47 | 58.77 |
| 61 | 372 | 8 | 0.10 | 32 | 0.00100 | 36 | 0.000000e+00 | 1.000000e-08 | 72.33 | 58.48 | 57.88 | 59.72 | 59.01 | 57.69 | 73.64 | 58.06 | 57.02 | 59.58 | 76.50 | 56.81 | 75.58 | 56.77 | 57.34 | 56.91 | 57.41 | 56.78 | 55.35 | 56.20 | 58.36 | 57.74 | 56.90 | 56.94 | 57.26 | 57.82 |
| 62 | 372 | 8 | 0.10 | 32 | 0.00100 | 36 | 1.000000e-08 | 0.000000e+00 | 50.10 | 58.39 | 57.56 | 59.41 | 57.70 | 69.07 | 57.67 | 57.83 | 57.92 | 50.80 | 50.40 | 55.48 | 57.23 | 56.81 | 58.79 | 57.66 | 56.85 | 74.60 | 69.15 | 57.91 | 59.15 | 59.08 | 57.51 | 56.79 | 57.22 | 56.38 |
| 63 | 372 | 8 | 0.10 | 32 | 0.00100 | 36 | 1.000000e-08 | 1.000000e-08 | 58.63 | 57.57 | 59.22 | 58.30 | 72.30 | 54.45 | 74.54 | 57.54 | 57.82 | 57.95 | 50.00 | 57.76 | 57.22 | 57.45 | 57.01 | 56.69 | 57.25 | 58.88 | 57.29 | 57.01 | 58.00 | 57.52 | 57.33 | 58.71 | 56.93 | 58.55 |
| 80 | 372 | 8 | 0.10 | 48 | 0.00100 | 36 | 0.000000e+00 | 0.000000e+00 | 74.03 | 59.84 | 58.98 | 57.06 | 73.66 | 56.61 | 74.22 | 56.82 | 49.17 | 57.42 | 87.36 | 56.82 | 74.84 | 56.39 | 49.17 | 71.23 | 58.73 | 56.33 | 54.99 | 56.36 | 57.64 | 59.00 | 56.73 | 57.58 | 56.90 | 56.17 |
| 81 | 372 | 8 | 0.10 | 48 | 0.00100 | 36 | 0.000000e+00 | 1.000000e-08 | 59.14 | 58.65 | 74.48 | 58.62 | 59.02 | 56.38 | 75.40 | 56.81 | 57.65 | 75.18 | 76.97 | 56.64 | 89.00 | 56.17 | 55.85 | 76.10 | 55.99 | 76.08 | 57.33 | 77.45 | 57.51 | 45.60 | 56.76 | 57.19 | 56.26 | 55.78 |
| 82 | 372 | 8 | 0.10 | 48 | 0.00100 | 36 | 1.000000e-08 | 0.000000e+00 | 58.24 | 58.20 | 58.39 | 58.26 | 57.03 | 76.94 | 74.11 | 57.02 | 75.70 | 57.72 | 76.16 | 56.72 | 75.24 | 56.02 | 56.68 | 56.70 | 57.17 | 49.29 | 56.85 | 56.84 | 57.64 | 57.64 | 57.23 | 57.09 | 57.09 | 56.49 |
| 83 | 372 | 8 | 0.10 | 48 | 0.00100 | 36 | 1.000000e-08 | 1.000000e-08 | 75.05 | 59.44 | 75.26 | 57.09 | 59.03 | 76.22 | 58.75 | 58.03 | 56.92 | 56.56 | 69.46 | 56.08 | 49.17 | 57.52 | 58.35 | 50.62 | 49.17 | 57.49 | 56.31 | 56.60 | 57.62 | 57.36 | 57.66 | 57.26 | 57.52 | 55.60 |
| 100 | 372 | 8 | 0.10 | 64 | 0.00100 | 36 | 0.000000e+00 | 0.000000e+00 | 74.11 | 58.63 | 58.79 | 57.71 | 56.84 | 69.63 | 75.19 | 75.91 | 56.80 | 57.71 | 56.15 | 54.14 | 49.79 | 56.68 | 56.98 | 68.31 | 56.73 | 88.14 | 77.23 | 56.41 | 55.94 | 55.99 | 56.96 | 56.73 | 57.25 | 57.09 |
| 101 | 372 | 8 | 0.10 | 64 | 0.00100 | 36 | 0.000000e+00 | 1.000000e-08 | 59.25 | 59.01 | 59.03 | 58.76 | 58.54 | 57.23 | 74.89 | 57.01 | 58.05 | 88.04 | 57.60 | 56.56 | 76.16 | 57.75 | 57.93 | 58.73 | 58.31 | 58.34 | 57.39 | 76.53 | 58.23 | 57.22 | 56.98 | 56.60 | 58.19 | 56.56 |
| 102 | 372 | 8 | 0.10 | 64 | 0.00100 | 36 | 1.000000e-08 | 0.000000e+00 | 73.49 | 58.25 | 59.38 | 59.09 | 60.00 | 57.29 | 59.24 | 59.22 | 57.08 | 75.15 | 57.32 | 57.62 | 74.82 | 68.09 | 56.97 | 57.97 | 57.87 | 58.68 | 56.60 | 57.76 | 69.81 | 58.31 | 57.27 | 56.72 | 57.26 | 57.01 |
| 103 | 372 | 8 | 0.10 | 64 | 0.00100 | 36 | 1.000000e-08 | 1.000000e-08 | 72.00 | 60.20 | 57.07 | 49.17 | 58.80 | 57.59 | 74.36 | 57.31 | 75.46 | 58.11 | 56.96 | 57.13 | 89.81 | 57.28 | 57.40 | 75.34 | 57.94 | 76.16 | 56.55 | 57.05 | 56.53 | 58.06 | 56.90 | 56.97 | 56.07 | 56.36 |
| 120 | 372 | 8 | 0.10 | 32 | 0.00100 | 48 | 0.000000e+00 | 0.000000e+00 | 50.23 | 57.96 | 58.01 | 58.82 | 74.80 | 49.17 | 58.57 | 56.15 | 80.27 | 58.03 | 76.98 | 53.24 | 75.03 | 55.90 | 57.47 | 75.86 | 56.22 | 56.04 | 74.83 | 54.08 | 59.36 | 59.23 | 57.56 | 56.90 | 57.99 | 57.46 |
| 121 | 372 | 8 | 0.10 | 32 | 0.00100 | 48 | 0.000000e+00 | 1.000000e-08 | 72.76 | 57.97 | 58.96 | 59.30 | 49.17 | 75.51 | 73.85 | 56.85 | 56.08 | 74.33 | 57.59 | 56.81 | 75.78 | 57.24 | 57.42 | 56.48 | 55.66 | 57.83 | 75.62 | 54.25 | 56.93 | 57.30 | 59.26 | 57.17 | 58.44 | 57.67 |
| 122 | 372 | 8 | 0.10 | 32 | 0.00100 | 48 | 1.000000e-08 | 0.000000e+00 | 58.38 | 56.39 | 57.27 | 58.60 | 59.09 | 56.59 | 74.84 | 56.52 | 56.84 | 57.49 | 56.14 | 57.04 | 76.11 | 49.75 | 56.95 | 55.59 | 55.69 | 74.69 | 55.33 | 55.10 | 58.22 | 58.79 | 57.18 | 56.22 | 56.61 | 57.81 |
| 123 | 372 | 8 | 0.10 | 32 | 0.00100 | 48 | 1.000000e-08 | 1.000000e-08 | 60.63 | 57.90 | 57.66 | 59.26 | 58.63 | 50.01 | 58.78 | 58.26 | 75.45 | 57.33 | 57.50 | 56.83 | 50.82 | 57.09 | 57.39 | 79.13 | 57.85 | 76.28 | 57.78 | 57.51 | 59.10 | 58.85 | 57.73 | 56.77 | 57.99 | 57.49 |
| 140 | 372 | 8 | 0.10 | 48 | 0.00100 | 48 | 0.000000e+00 | 0.000000e+00 | 59.75 | 58.41 | 73.90 | 58.90 | 58.51 | 55.93 | 75.29 | 56.43 | 55.96 | 57.28 | 57.40 | 57.10 | 50.28 | 56.38 | 57.00 | 50.34 | 56.63 | 56.21 | 55.65 | 56.36 | 57.94 | 49.17 | 56.39 | 57.08 | 57.79 | 57.49 |
| 141 | 372 | 8 | 0.10 | 48 | 0.00100 | 48 | 0.000000e+00 | 1.000000e-08 | 49.17 | 88.31 | 58.14 | 57.95 | 58.30 | 75.41 | 74.59 | 57.40 | 56.89 | 74.81 | 76.60 | 57.85 | 76.04 | 56.65 | 49.17 | 87.49 | 49.17 | 87.33 | 56.23 | 55.64 | 56.36 | 57.24 | 56.60 | 57.61 | 57.58 | 57.28 |
| 142 | 372 | 8 | 0.10 | 48 | 0.00100 | 48 | 1.000000e-08 | 0.000000e+00 | 73.86 | 57.81 | 74.82 | 58.64 | 58.35 | 55.70 | 74.34 | 58.17 | 56.95 | 57.10 | 76.01 | 70.03 | 76.14 | 74.98 | 57.62 | 76.75 | 56.70 | 56.19 | 76.76 | 56.17 | 56.72 | 56.67 | 56.67 | 57.26 | 57.46 | 57.06 |
| 143 | 372 | 8 | 0.10 | 48 | 0.00100 | 48 | 1.000000e-08 | 1.000000e-08 | 72.96 | 58.06 | 58.45 | 58.49 | 59.19 | 90.39 | 58.17 | 58.01 | 58.98 | 57.90 | 75.28 | 57.37 | 57.98 | 57.52 | 58.36 | 57.39 | 57.94 | 76.43 | 77.71 | 56.41 | 58.30 | 57.07 | 57.25 | 57.15 | 57.72 | 57.05 |
| 160 | 372 | 8 | 0.10 | 64 | 0.00100 | 48 | 0.000000e+00 | 0.000000e+00 | 74.35 | 58.77 | 57.58 | 60.28 | 58.97 | 56.64 | 75.16 | 57.55 | 68.86 | 89.16 | 76.47 | 57.54 | 87.25 | 75.88 | 58.02 | 76.86 | 56.19 | 74.02 | 69.65 | 76.49 | 58.16 | 59.31 | 57.32 | 55.77 | 57.84 | 57.33 |
| 161 | 372 | 8 | 0.10 | 64 | 0.00100 | 48 | 0.000000e+00 | 1.000000e-08 | 74.27 | 58.33 | 59.40 | 58.39 | 58.71 | 57.59 | 75.88 | 58.40 | 74.79 | 59.12 | 58.08 | 76.88 | 75.66 | 56.65 | 58.85 | 76.56 | 57.43 | 76.11 | 56.90 | 56.85 | 57.45 | 57.57 | 57.19 | 56.68 | 56.13 | 57.59 |
| 162 | 372 | 8 | 0.10 | 64 | 0.00100 | 48 | 1.000000e-08 | 0.000000e+00 | 74.80 | 49.17 | 58.25 | 58.65 | 58.09 | 74.97 | 75.26 | 57.71 | 74.81 | 57.65 | 75.79 | 55.86 | 75.79 | 49.17 | 57.00 | 76.56 | 49.17 | 57.17 | 55.87 | 56.82 | 56.31 | 57.03 | 57.37 | 56.54 | 56.75 | 56.56 |
| 163 | 372 | 8 | 0.10 | 64 | 0.00100 | 48 | 1.000000e-08 | 1.000000e-08 | 73.81 | 59.70 | 58.02 | 59.01 | 75.03 | 56.45 | 73.20 | 58.69 | 50.80 | 75.79 | 57.54 | 57.01 | 75.69 | 56.44 | 58.32 | 56.70 | 56.88 | 57.91 | 57.78 | 56.27 | 56.35 | 56.46 | 56.49 | 57.15 | 56.84 | 56.90 |
| 180 | 372 | 8 | 0.10 | 32 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 73.93 | 58.61 | 58.01 | 75.27 | 58.08 | 74.90 | 73.23 | 56.68 | 58.09 | 75.03 | 73.79 | 56.80 | 74.43 | 55.28 | 56.71 | 56.03 | 76.41 | 81.54 | 55.20 | 54.52 | 56.99 | 55.99 | 56.75 | 56.83 | 56.74 | 55.50 |
| 181 | 372 | 8 | 0.10 | 32 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 74.12 | 73.09 | 59.16 | 59.59 | 59.19 | 56.21 | 59.50 | 59.86 | 57.72 | 59.90 | 54.58 | 57.26 | 56.79 | 57.02 | 58.62 | 75.71 | 57.69 | 58.19 | 56.57 | 55.74 | 58.24 | 56.28 | 58.34 | 57.57 | 57.69 | 57.50 |
| 182 | 372 | 8 | 0.10 | 32 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 58.95 | 58.49 | 58.43 | 57.29 | 62.94 | 56.31 | 74.61 | 57.13 | 57.65 | 58.02 | 57.11 | 56.87 | 75.83 | 56.94 | 57.89 | 56.90 | 57.39 | 49.37 | 56.95 | 54.55 | 56.63 | 58.83 | 56.65 | 57.86 | 57.07 | 56.43 |
| 183 | 372 | 8 | 0.10 | 32 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 73.82 | 59.65 | 74.20 | 58.13 | 58.85 | 55.84 | 72.81 | 58.03 | 57.55 | 74.90 | 74.84 | 75.56 | 74.39 | 56.37 | 58.31 | 75.55 | 56.94 | 75.17 | 56.80 | 57.92 | 59.31 | 60.22 | 58.36 | 56.88 | 58.19 | 58.22 |
| 200 | 372 | 8 | 0.10 | 48 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 72.94 | 72.70 | 57.75 | 59.26 | 58.88 | 54.48 | 58.32 | 56.79 | 58.84 | 57.53 | 56.92 | 57.30 | 68.40 | 57.21 | 57.07 | 76.15 | 56.76 | 57.59 | 56.08 | 56.61 | 58.18 | 57.80 | 56.99 | 56.86 | 57.16 | 56.39 |
| 201 | 372 | 8 | 0.10 | 48 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 74.10 | 59.78 | 58.83 | 58.71 | 59.51 | 57.47 | 73.67 | 76.09 | 58.51 | 57.80 | 76.24 | 58.18 | 69.50 | 57.20 | 58.55 | 75.18 | 55.86 | 57.23 | 57.10 | 55.04 | 57.14 | 58.72 | 56.33 | 57.56 | 57.09 | 56.10 |
| 202 | 372 | 8 | 0.10 | 48 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 75.05 | 75.39 | 74.42 | 58.94 | 58.19 | 76.16 | 75.65 | 57.77 | 73.79 | 58.11 | 69.89 | 56.67 | 75.92 | 57.66 | 58.33 | 75.18 | 56.84 | 58.44 | 76.47 | 54.09 | 57.25 | 57.88 | 76.51 | 56.92 | 57.96 | 57.42 |
| 203 | 372 | 8 | 0.10 | 48 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 73.50 | 59.49 | 59.06 | 58.17 | 58.98 | 70.42 | 73.58 | 58.27 | 59.78 | 58.87 | 58.09 | 76.29 | 75.48 | 58.00 | 59.12 | 57.61 | 58.00 | 75.53 | 57.64 | 57.32 | 58.90 | 57.33 | 57.32 | 57.46 | 57.84 | 56.92 |
| 220 | 372 | 8 | 0.10 | 64 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 74.15 | 59.19 | 58.38 | 57.52 | 73.14 | 56.64 | 49.17 | 57.68 | 58.35 | 57.52 | 57.91 | 57.16 | 75.11 | 57.40 | 59.21 | 66.70 | 56.78 | 75.71 | 57.26 | 57.26 | 57.70 | 58.07 | 57.49 | 57.56 | 56.90 | 56.92 |
| 221 | 372 | 8 | 0.10 | 64 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 74.90 | 59.22 | 57.98 | 58.88 | 74.00 | 56.79 | 73.88 | 57.71 | 75.54 | 56.96 | 75.09 | 77.37 | 76.11 | 57.77 | 58.74 | 76.70 | 56.90 | 57.00 | 57.26 | 56.02 | 56.98 | 57.73 | 57.74 | 56.45 | 57.30 | 56.95 |
| 222 | 372 | 8 | 0.10 | 64 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 74.93 | 57.87 | 75.47 | 58.96 | 57.75 | 55.73 | 89.82 | 57.32 | 75.46 | 74.54 | 76.19 | 69.57 | 75.60 | 56.88 | 58.34 | 76.34 | 56.81 | 76.39 | 76.71 | 70.59 | 58.03 | 57.99 | 56.60 | 56.71 | 57.30 | 55.77 |
| 223 | 372 | 8 | 0.10 | 64 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 75.10 | 58.90 | 58.77 | 59.21 | 59.25 | 56.32 | 74.97 | 76.42 | 58.63 | 67.01 | 56.40 | 58.00 | 75.57 | 57.02 | 58.01 | 58.00 | 57.53 | 67.30 | 69.62 | 56.23 | 56.82 | 57.84 | 57.71 | 56.93 | 56.45 | 56.87 |
| 240 | 372 | 8 | 0.10 | 32 | 0.00001 | 36 | 0.000000e+00 | 0.000000e+00 | 72.85 | 59.49 | 58.33 | 58.94 | 58.60 | 73.26 | 57.37 | 56.70 | 59.38 | 55.75 | 54.74 | 55.69 | 57.49 | 56.19 | 57.25 | 75.29 | 56.42 | 55.37 | 55.21 | 55.87 | 56.92 | 57.87 | 57.51 | 56.18 | 57.35 | 57.21 |
| 241 | 372 | 8 | 0.10 | 32 | 0.00001 | 36 | 0.000000e+00 | 1.000000e-08 | 75.09 | 58.30 | 58.32 | 58.64 | 49.97 | 53.49 | 72.59 | 56.73 | 88.85 | 58.72 | 70.34 | 55.60 | 56.49 | 56.24 | 56.40 | 56.55 | 56.72 | 74.76 | 74.89 | 55.22 | 57.89 | 56.10 | 57.55 | 56.99 | 56.63 | 55.48 |
| 242 | 372 | 8 | 0.10 | 32 | 0.00001 | 36 | 1.000000e-08 | 0.000000e+00 | 50.99 | 56.88 | 56.02 | 58.51 | 50.54 | 57.53 | 58.68 | 58.01 | 75.64 | 56.88 | 57.50 | 56.67 | 57.29 | 56.23 | 58.38 | 56.56 | 55.96 | 57.25 | 55.56 | 55.47 | 57.58 | 56.09 | 57.54 | 57.31 | 57.12 | 57.01 |
| 243 | 372 | 8 | 0.10 | 32 | 0.00001 | 36 | 1.000000e-08 | 1.000000e-08 | 59.15 | 59.03 | 59.30 | 59.71 | 74.22 | 57.91 | 63.85 | 57.92 | 75.28 | 50.37 | 76.46 | 57.29 | 75.83 | 57.63 | 57.86 | 57.57 | 50.03 | 56.94 | 57.74 | 56.27 | 58.48 | 57.89 | 57.73 | 56.20 | 57.43 | 58.03 |
| 260 | 372 | 8 | 0.10 | 48 | 0.00001 | 36 | 0.000000e+00 | 0.000000e+00 | 50.58 | 73.28 | 49.84 | 59.14 | 57.86 | 56.70 | 73.87 | 58.74 | 58.95 | 58.55 | 74.97 | 70.04 | 74.34 | 87.89 | 57.98 | 74.91 | 57.83 | 57.61 | 50.00 | 56.70 | 49.17 | 57.36 | 57.03 | 56.38 | 57.78 | 57.32 |
| 261 | 372 | 8 | 0.10 | 48 | 0.00001 | 36 | 0.000000e+00 | 1.000000e-08 | 73.81 | 74.97 | 58.52 | 59.29 | 58.28 | 57.81 | 59.56 | 58.45 | 75.11 | 58.39 | 57.01 | 57.75 | 75.94 | 57.12 | 56.69 | 75.49 | 57.95 | 75.63 | 55.34 | 57.24 | 58.89 | 58.47 | 58.19 | 57.36 | 55.95 | 56.65 |
| 262 | 372 | 8 | 0.10 | 48 | 0.00001 | 36 | 1.000000e-08 | 0.000000e+00 | 74.54 | 58.39 | 73.74 | 58.46 | 57.49 | 57.26 | 74.19 | 57.60 | 89.19 | 59.10 | 57.50 | 55.68 | 75.56 | 57.86 | 57.87 | 90.60 | 57.11 | 57.32 | 55.77 | 56.04 | 56.81 | 58.81 | 57.77 | 56.51 | 57.19 | 57.04 |
| 263 | 372 | 8 | 0.10 | 48 | 0.00001 | 36 | 1.000000e-08 | 1.000000e-08 | 71.29 | 58.29 | 74.00 | 58.37 | 57.90 | 57.20 | 90.75 | 57.64 | 74.53 | 57.47 | 76.56 | 57.44 | 67.44 | 76.18 | 58.19 | 75.48 | 56.65 | 75.73 | 76.36 | 57.15 | 56.69 | 57.82 | 56.73 | 56.57 | 56.83 | 58.17 |
| 280 | 372 | 8 | 0.10 | 64 | 0.00001 | 36 | 0.000000e+00 | 0.000000e+00 | 74.13 | 74.08 | 74.13 | 58.54 | 73.58 | 74.17 | 74.74 | 75.67 | 56.63 | 76.73 | 49.88 | 55.55 | 75.28 | 57.27 | 56.60 | 67.51 | 57.05 | 57.46 | 56.55 | 56.91 | 56.96 | 55.97 | 57.27 | 57.16 | 56.52 | 56.26 |
| 281 | 372 | 8 | 0.10 | 64 | 0.00001 | 36 | 0.000000e+00 | 1.000000e-08 | 75.17 | 58.99 | 74.62 | 75.76 | 58.51 | 76.71 | 59.35 | 57.69 | 74.46 | 58.58 | 57.81 | 89.19 | 46.80 | 58.95 | 58.16 | 87.01 | 56.70 | 75.57 | 73.76 | 76.71 | 58.24 | 58.11 | 57.20 | 57.33 | 57.86 | 57.10 |
| 282 | 372 | 8 | 0.10 | 64 | 0.00001 | 36 | 1.000000e-08 | 0.000000e+00 | 73.97 | 59.25 | 49.95 | 75.50 | 58.40 | 55.23 | 74.91 | 58.10 | 58.96 | 75.98 | 77.08 | 56.09 | 75.82 | 56.91 | 56.93 | 57.99 | 58.35 | 75.55 | 77.01 | 56.42 | 57.00 | 57.99 | 56.91 | 46.38 | 57.25 | 57.17 |
| 283 | 372 | 8 | 0.10 | 64 | 0.00001 | 36 | 1.000000e-08 | 1.000000e-08 | 50.55 | 59.61 | 59.09 | 58.51 | 75.09 | 57.43 | 74.52 | 57.86 | 59.09 | 59.24 | 75.98 | 57.21 | 75.36 | 57.53 | 57.13 | 57.71 | 57.80 | 57.56 | 70.92 | 56.97 | 57.43 | 57.99 | 56.36 | 56.94 | 58.07 | 42.64 |
| 300 | 372 | 8 | 0.10 | 32 | 0.00001 | 48 | 0.000000e+00 | 0.000000e+00 | 58.46 | 59.63 | 50.13 | 58.38 | 57.26 | 54.34 | 58.10 | 58.25 | 76.14 | 56.57 | 53.30 | 54.04 | 75.40 | 57.31 | 58.22 | 54.71 | 56.98 | 58.09 | 53.99 | 55.40 | 56.66 | 58.08 | 58.25 | 56.75 | 57.08 | 55.77 |
| 301 | 372 | 8 | 0.10 | 32 | 0.00001 | 48 | 0.000000e+00 | 1.000000e-08 | 58.08 | 58.04 | 58.54 | 58.49 | 72.96 | 57.10 | 79.23 | 56.89 | 72.14 | 57.45 | 74.77 | 57.50 | 75.68 | 57.22 | 57.57 | 74.68 | 56.81 | 58.11 | 75.25 | 56.90 | 59.15 | 57.23 | 56.62 | 56.59 | 55.95 | 57.68 |
| 302 | 372 | 8 | 0.10 | 32 | 0.00001 | 48 | 1.000000e-08 | 0.000000e+00 | 73.50 | 56.89 | 74.51 | 57.67 | 57.82 | 76.25 | 74.03 | 75.48 | 57.05 | 75.89 | 55.88 | 56.81 | 84.14 | 57.49 | 57.36 | 59.81 | 56.66 | 58.89 | 55.51 | 54.90 | 57.70 | 57.23 | 57.33 | 56.64 | 57.88 | 56.51 |
| 303 | 372 | 8 | 0.10 | 32 | 0.00001 | 48 | 1.000000e-08 | 1.000000e-08 | 73.79 | 57.31 | 58.19 | 57.66 | 60.56 | 57.04 | 74.02 | 57.30 | 57.91 | 58.71 | 57.48 | 55.69 | 49.89 | 56.45 | 58.67 | 68.49 | 57.09 | 68.07 | 55.88 | 56.80 | 57.64 | 58.35 | 88.47 | 57.12 | 55.27 | 58.57 |
| 320 | 372 | 8 | 0.10 | 48 | 0.00001 | 48 | 0.000000e+00 | 0.000000e+00 | 73.27 | 49.17 | 59.47 | 58.68 | 57.38 | 57.01 | 49.17 | 57.62 | 58.24 | 74.23 | 57.63 | 55.78 | 74.04 | 68.54 | 57.47 | 57.73 | 56.77 | 57.62 | 55.83 | 55.34 | 58.00 | 57.11 | 57.76 | 58.05 | 57.56 | 56.55 |
| 321 | 372 | 8 | 0.10 | 48 | 0.00001 | 48 | 0.000000e+00 | 1.000000e-08 | 73.96 | 57.69 | 57.91 | 57.78 | 49.88 | 73.56 | 74.52 | 58.27 | 58.40 | 58.42 | 57.75 | 56.63 | 75.62 | 57.53 | 75.03 | 57.46 | 56.83 | 74.41 | 76.83 | 55.05 | 57.28 | 57.20 | 56.67 | 57.56 | 56.51 | 57.18 |
| 322 | 372 | 8 | 0.10 | 48 | 0.00001 | 48 | 1.000000e-08 | 0.000000e+00 | 74.41 | 59.01 | 73.73 | 58.61 | 58.74 | 57.33 | 85.14 | 57.78 | 70.45 | 58.48 | 55.38 | 56.59 | 76.07 | 56.33 | 57.69 | 77.26 | 45.65 | 56.97 | 50.93 | 57.09 | 56.59 | 56.57 | 57.63 | 57.32 | 57.18 | 57.35 |
| 323 | 372 | 8 | 0.10 | 48 | 0.00001 | 48 | 1.000000e-08 | 1.000000e-08 | 59.34 | 58.35 | 57.96 | 58.42 | 58.44 | 56.16 | 74.76 | 57.65 | 73.82 | 74.91 | 50.00 | 58.38 | 75.70 | 76.53 | 57.70 | 75.27 | 68.82 | 57.77 | 56.76 | 56.30 | 56.84 | 56.97 | 57.35 | 56.25 | 57.57 | 56.49 |
| 340 | 372 | 8 | 0.10 | 64 | 0.00001 | 48 | 0.000000e+00 | 0.000000e+00 | 74.35 | 59.25 | 73.44 | 58.33 | 59.47 | 58.34 | 73.86 | 58.67 | 57.26 | 58.04 | 76.72 | 56.76 | 75.48 | 57.07 | 57.09 | 75.57 | 57.72 | 75.56 | 70.04 | 56.74 | 46.13 | 58.42 | 58.07 | 56.87 | 57.66 | 57.56 |
| 341 | 372 | 8 | 0.10 | 64 | 0.00001 | 48 | 0.000000e+00 | 1.000000e-08 | 74.05 | 59.40 | 74.03 | 59.17 | 73.92 | 55.87 | 74.74 | 59.19 | 56.89 | 58.08 | 56.80 | 56.14 | 75.83 | 75.82 | 58.61 | 57.68 | 57.61 | 57.96 | 57.04 | 56.76 | 57.99 | 57.37 | 56.65 | 57.05 | 56.51 | 57.02 |
| 342 | 372 | 8 | 0.10 | 64 | 0.00001 | 48 | 1.000000e-08 | 0.000000e+00 | 73.42 | 58.17 | 59.30 | 58.93 | 59.48 | 76.16 | 74.03 | 57.76 | 75.17 | 68.72 | 76.21 | 57.78 | 76.52 | 57.16 | 57.20 | 57.49 | 57.15 | 57.60 | 57.26 | 56.60 | 56.15 | 57.22 | 57.13 | 57.51 | 56.76 | 56.55 |
| 343 | 372 | 8 | 0.10 | 64 | 0.00001 | 48 | 1.000000e-08 | 1.000000e-08 | 75.23 | 57.59 | 50.00 | 57.91 | 74.69 | 57.70 | 89.04 | 57.69 | 56.72 | 56.24 | 76.66 | 76.06 | 57.08 | 56.90 | 57.52 | 49.76 | 76.54 | 56.78 | 70.96 | 55.76 | 57.29 | 56.57 | 56.74 | 56.95 | 56.08 | 55.69 |
| 360 | 372 | 8 | 0.01 | 32 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 74.59 | 57.82 | 69.36 | 58.90 | 58.16 | 68.82 | 74.19 | 57.17 | 67.89 | 57.48 | 57.26 | 57.26 | 57.69 | 43.19 | 58.57 | 57.70 | 67.94 | 46.47 | 75.46 | 56.93 | 56.82 | 56.99 | 75.90 | 57.64 | 46.91 | 57.44 |
| 361 | 372 | 8 | 0.01 | 32 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 74.48 | 57.98 | 59.10 | 68.37 | 58.12 | 75.85 | 74.69 | 57.03 | 57.17 | 57.91 | 69.71 | 68.69 | 75.86 | 46.64 | 58.53 | 74.79 | 59.43 | 57.36 | 57.50 | 56.30 | 55.63 | 45.87 | 75.32 | 57.06 | 56.18 | 57.29 |
| 362 | 372 | 8 | 0.01 | 32 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 74.81 | 58.01 | 57.44 | 58.05 | 57.57 | 75.60 | 68.99 | 48.42 | 75.15 | 57.47 | 76.45 | 57.03 | 76.27 | 45.36 | 57.46 | 68.64 | 46.27 | 74.91 | 57.04 | 75.79 | 58.03 | 56.90 | 76.06 | 56.62 | 56.64 | 56.26 |
| 363 | 372 | 8 | 0.01 | 32 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 58.68 | 59.53 | 59.44 | 58.42 | 58.40 | 58.18 | 67.55 | 58.42 | 69.09 | 57.20 | 75.80 | 57.35 | 68.69 | 75.02 | 58.44 | 75.18 | 58.01 | 58.95 | 57.97 | 57.04 | 57.17 | 58.37 | 57.75 | 58.67 | 57.81 | 57.00 |
| 380 | 372 | 8 | 0.01 | 48 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 73.59 | 70.66 | 57.72 | 59.12 | 59.88 | 58.34 | 67.67 | 57.85 | 58.60 | 69.25 | 58.16 | 58.18 | 75.34 | 58.04 | 59.51 | 67.70 | 74.64 | 47.12 | 76.05 | 56.17 | 57.08 | 57.61 | 57.39 | 58.10 | 75.81 | 57.82 |
| 381 | 372 | 8 | 0.01 | 48 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 68.92 | 58.15 | 57.91 | 58.68 | 58.09 | 75.23 | 75.46 | 57.21 | 56.86 | 68.13 | 57.26 | 55.58 | 75.02 | 68.54 | 56.35 | 75.09 | 56.91 | 75.57 | 69.71 | 71.24 | 46.46 | 55.62 | 46.71 | 57.32 | 44.58 | 55.94 |
| 382 | 372 | 8 | 0.01 | 48 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 74.84 | 58.92 | 57.24 | 58.35 | 58.20 | 57.62 | 74.64 | 57.46 | 68.06 | 58.09 | 56.75 | 56.98 | 68.38 | 57.09 | 58.37 | 74.74 | 51.70 | 66.79 | 76.32 | 76.12 | 57.13 | 56.75 | 56.50 | 56.48 | 57.55 | 56.42 |
| 383 | 372 | 8 | 0.01 | 48 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 57.84 | 57.81 | 69.00 | 58.70 | 58.45 | 57.48 | 67.20 | 57.72 | 57.56 | 57.64 | 56.38 | 57.75 | 74.11 | 58.12 | 58.24 | 68.58 | 56.88 | 74.21 | 76.01 | 56.28 | 56.75 | 57.60 | 45.22 | 56.98 | 57.93 | 57.46 |
| 400 | 372 | 8 | 0.01 | 64 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 58.21 | 58.53 | 59.51 | 58.69 | 58.46 | 54.52 | 60.32 | 48.29 | 67.87 | 57.75 | 75.71 | 69.01 | 76.52 | 57.64 | 58.73 | 70.02 | 47.02 | 67.95 | 58.00 | 69.85 | 56.04 | 44.01 | 75.70 | 58.29 | 43.32 | 59.01 |
| 401 | 372 | 8 | 0.01 | 64 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 74.40 | 58.36 | 58.37 | 58.48 | 58.88 | 69.40 | 48.67 | 58.06 | 68.50 | 57.16 | 76.45 | 58.34 | 67.60 | 58.54 | 59.33 | 74.55 | 57.39 | 56.47 | 57.28 | 57.21 | 55.76 | 56.36 | 44.65 | 45.48 | 55.84 | 56.32 |
| 402 | 372 | 8 | 0.01 | 64 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 74.29 | 58.86 | 57.88 | 59.01 | 58.28 | 70.07 | 59.34 | 57.14 | 67.50 | 68.84 | 57.11 | 57.98 | 75.36 | 57.41 | 59.21 | 74.75 | 58.07 | 56.24 | 58.11 | 57.55 | 58.28 | 56.58 | 57.25 | 57.61 | 58.61 | 58.03 |
| 403 | 372 | 8 | 0.01 | 64 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 72.69 | 58.38 | 58.46 | 58.26 | 68.36 | 57.72 | 75.03 | 57.28 | 56.30 | 68.52 | 57.20 | 57.70 | 75.30 | 57.14 | 58.06 | 58.28 | 57.12 | 58.27 | 56.47 | 57.76 | 56.68 | 56.52 | 44.24 | 56.48 | 57.49 | 55.30 |
| 420 | 372 | 8 | 0.01 | 32 | 0.00100 | 36 | 0.000000e+00 | 0.000000e+00 | 58.73 | 58.58 | 58.37 | 58.41 | 58.33 | 68.21 | 68.78 | 57.92 | 75.49 | 56.31 | 76.70 | 57.29 | 74.52 | 56.92 | 58.59 | 74.66 | 57.75 | 76.03 | 68.88 | 56.60 | 56.15 | 55.46 | 56.01 | 56.27 | 56.31 | 56.43 |
| 421 | 372 | 8 | 0.01 | 32 | 0.00100 | 36 | 0.000000e+00 | 1.000000e-08 | 66.89 | 58.59 | 58.04 | 58.69 | 58.82 | 69.79 | 67.19 | 58.10 | 66.91 | 57.70 | 70.00 | 57.92 | 58.61 | 58.38 | 58.15 | 75.00 | 74.89 | 74.84 | 76.31 | 70.06 | 58.19 | 57.58 | 75.79 | 57.27 | 57.75 | 43.39 |
| 422 | 372 | 8 | 0.01 | 32 | 0.00100 | 36 | 1.000000e-08 | 0.000000e+00 | 73.93 | 57.73 | 58.04 | 58.09 | 58.56 | 76.31 | 68.50 | 57.64 | 75.31 | 56.65 | 54.25 | 70.19 | 75.39 | 75.35 | 58.48 | 74.01 | 56.76 | 56.18 | 56.11 | 56.62 | 56.09 | 57.19 | 57.50 | 55.40 | 56.62 | 55.85 |
| 423 | 372 | 8 | 0.01 | 32 | 0.00100 | 36 | 1.000000e-08 | 1.000000e-08 | 74.49 | 58.55 | 68.90 | 58.60 | 57.90 | 58.03 | 73.71 | 58.47 | 67.01 | 58.67 | 58.28 | 74.98 | 74.58 | 57.94 | 58.52 | 57.77 | 58.68 | 68.65 | 56.57 | 70.03 | 57.60 | 56.24 | 45.39 | 57.77 | 57.74 | 57.69 |
| 440 | 372 | 8 | 0.01 | 48 | 0.00100 | 36 | 0.000000e+00 | 0.000000e+00 | 74.27 | 67.02 | 68.19 | 68.87 | 58.69 | 69.10 | 67.67 | 56.92 | 57.91 | 58.60 | 57.62 | 68.46 | 69.06 | 45.48 | 58.10 | 75.61 | 69.50 | 57.57 | 57.53 | 54.64 | 90.66 | 56.34 | 55.70 | 55.93 | 56.27 | 77.10 |
| 441 | 372 | 8 | 0.01 | 48 | 0.00100 | 36 | 0.000000e+00 | 1.000000e-08 | 59.72 | 58.68 | 69.13 | 69.02 | 59.34 | 58.20 | 59.48 | 59.53 | 57.81 | 68.62 | 57.88 | 58.25 | 74.32 | 69.17 | 58.62 | 68.43 | 90.09 | 69.84 | 57.87 | 74.73 | 58.68 | 56.47 | 75.61 | 57.44 | 58.19 | 57.39 |
| 442 | 372 | 8 | 0.01 | 48 | 0.00100 | 36 | 1.000000e-08 | 0.000000e+00 | 73.94 | 58.51 | 58.98 | 59.58 | 68.38 | 57.63 | 67.34 | 59.60 | 58.59 | 68.46 | 68.73 | 70.38 | 68.92 | 74.68 | 58.43 | 75.24 | 57.98 | 74.22 | 58.05 | 77.51 | 57.16 | 56.81 | 69.10 | 44.67 | 58.01 | 56.11 |
| 443 | 372 | 8 | 0.01 | 48 | 0.00100 | 36 | 1.000000e-08 | 1.000000e-08 | 59.89 | 58.62 | 58.57 | 58.57 | 58.23 | 68.98 | 67.89 | 58.52 | 57.86 | 57.21 | 75.65 | 58.80 | 50.25 | 57.91 | 58.39 | 70.06 | 57.96 | 75.10 | 58.49 | 57.72 | 57.21 | 58.70 | 45.61 | 57.30 | 44.05 | 59.19 |
| 460 | 372 | 8 | 0.01 | 64 | 0.00100 | 36 | 0.000000e+00 | 0.000000e+00 | 74.83 | 58.06 | 67.62 | 58.14 | 58.42 | 69.54 | 74.29 | 67.15 | 75.17 | 56.67 | 75.24 | 68.41 | 69.05 | 57.37 | 58.10 | 75.04 | 68.74 | 68.29 | 69.67 | 55.88 | 56.49 | 56.27 | 58.18 | 56.90 | 57.95 | 43.91 |
| 461 | 372 | 8 | 0.01 | 64 | 0.00100 | 36 | 0.000000e+00 | 1.000000e-08 | 59.39 | 58.04 | 58.18 | 58.79 | 58.49 | 75.86 | 75.42 | 56.61 | 57.07 | 68.53 | 57.54 | 58.09 | 57.33 | 58.88 | 58.29 | 70.20 | 57.60 | 67.23 | 57.01 | 57.10 | 44.14 | 46.18 | 44.93 | 56.96 | 56.95 | 57.48 |
| 462 | 372 | 8 | 0.01 | 64 | 0.00100 | 36 | 1.000000e-08 | 0.000000e+00 | 74.42 | 58.23 | 58.22 | 59.06 | 58.31 | 58.99 | 68.69 | 57.94 | 57.91 | 67.70 | 58.19 | 57.68 | 69.98 | 67.83 | 58.76 | 67.59 | 69.70 | 58.17 | 57.95 | 56.80 | 57.03 | 57.75 | 76.00 | 57.79 | 58.53 | 47.21 |
| 463 | 372 | 8 | 0.01 | 64 | 0.00100 | 36 | 1.000000e-08 | 1.000000e-08 | 59.91 | 58.16 | 58.85 | 58.35 | 59.02 | 76.34 | 69.06 | 58.79 | 56.93 | 56.17 | 57.72 | 57.61 | 69.38 | 45.69 | 58.08 | 69.36 | 46.60 | 58.09 | 57.10 | 57.41 | 57.47 | 44.27 | 57.08 | 56.53 | 57.59 | 56.93 |
| 480 | 372 | 8 | 0.01 | 32 | 0.00100 | 48 | 0.000000e+00 | 0.000000e+00 | 58.56 | 57.94 | 56.13 | 57.87 | 57.78 | 57.25 | 73.50 | 53.80 | 68.35 | 57.43 | 76.01 | 58.00 | 75.73 | 57.04 | 58.20 | 69.44 | 75.60 | 76.21 | 68.36 | 57.02 | 56.66 | 55.54 | 57.52 | 57.10 | 57.83 | 57.33 |
| 481 | 372 | 8 | 0.01 | 32 | 0.00100 | 48 | 0.000000e+00 | 1.000000e-08 | 67.86 | 58.55 | 58.20 | 68.60 | 58.28 | 57.27 | 73.40 | 49.46 | 57.44 | 57.19 | 75.87 | 77.53 | 67.04 | 47.80 | 57.36 | 76.07 | 57.65 | 52.86 | 76.07 | 76.46 | 56.14 | 57.19 | 55.81 | 57.19 | 55.78 | 57.37 |
| 482 | 372 | 8 | 0.01 | 32 | 0.00100 | 48 | 1.000000e-08 | 0.000000e+00 | 75.22 | 58.10 | 68.34 | 58.48 | 58.35 | 56.80 | 75.09 | 66.66 | 49.45 | 53.11 | 76.02 | 76.46 | 68.75 | 56.71 | 58.22 | 52.92 | 56.73 | 57.48 | 76.31 | 70.35 | 45.55 | 55.73 | 76.48 | 55.88 | 57.19 | 55.74 |
| 483 | 372 | 8 | 0.01 | 32 | 0.00100 | 48 | 1.000000e-08 | 1.000000e-08 | 67.51 | 67.66 | 58.57 | 59.50 | 59.14 | 58.20 | 74.60 | 51.37 | 69.19 | 74.84 | 66.10 | 57.44 | 67.65 | 58.27 | 58.13 | 58.38 | 58.27 | 57.37 | 58.00 | 57.23 | 57.78 | 47.06 | 76.11 | 56.97 | 56.86 | 57.74 |
| 500 | 372 | 8 | 0.01 | 48 | 0.00100 | 48 | 0.000000e+00 | 0.000000e+00 | 58.71 | 59.32 | 58.70 | 58.54 | 58.85 | 58.28 | 67.88 | 57.83 | 68.28 | 57.68 | 69.32 | 68.12 | 74.75 | 70.22 | 58.54 | 70.18 | 58.00 | 57.96 | 57.41 | 56.63 | 57.23 | 45.24 | 76.11 | 56.42 | 56.96 | 57.32 |
| 501 | 372 | 8 | 0.01 | 48 | 0.00100 | 48 | 0.000000e+00 | 1.000000e-08 | 74.30 | 68.25 | 57.97 | 58.56 | 57.93 | 67.78 | 59.01 | 57.65 | 67.76 | 57.22 | 57.99 | 76.28 | 70.30 | 47.41 | 59.61 | 75.47 | 70.08 | 74.43 | 75.54 | 57.06 | 46.55 | 56.71 | 75.99 | 57.81 | 57.58 | 57.89 |
| 502 | 372 | 8 | 0.01 | 48 | 0.00100 | 48 | 1.000000e-08 | 0.000000e+00 | 73.46 | 58.34 | 67.04 | 59.01 | 58.88 | 55.92 | 73.59 | 58.67 | 58.34 | 58.83 | 58.61 | 58.49 | 68.78 | 58.82 | 58.60 | 75.82 | 58.04 | 74.99 | 69.48 | 69.12 | 57.71 | 57.29 | 75.21 | 57.37 | 57.78 | 54.66 |
| 503 | 372 | 8 | 0.01 | 48 | 0.00100 | 48 | 1.000000e-08 | 1.000000e-08 | 67.34 | 58.01 | 58.40 | 58.02 | 58.04 | 75.67 | 67.59 | 57.66 | 58.60 | 68.51 | 69.02 | 70.67 | 89.91 | 69.82 | 46.53 | 69.94 | 68.25 | 67.63 | 57.26 | 76.62 | 56.76 | 57.03 | 76.98 | 70.23 | 57.93 | 55.77 |
| 520 | 372 | 8 | 0.01 | 64 | 0.00100 | 48 | 0.000000e+00 | 0.000000e+00 | 74.44 | 58.70 | 59.18 | 59.16 | 58.34 | 58.03 | 74.06 | 57.45 | 57.39 | 58.26 | 76.13 | 58.58 | 74.95 | 57.48 | 59.22 | 74.59 | 51.82 | 68.71 | 68.75 | 57.52 | 57.46 | 55.75 | 57.88 | 56.56 | 57.37 | 56.74 |
| 521 | 372 | 8 | 0.01 | 64 | 0.00100 | 48 | 0.000000e+00 | 1.000000e-08 | 69.47 | 58.80 | 58.12 | 58.48 | 60.19 | 58.62 | 67.28 | 57.73 | 57.22 | 57.89 | 58.77 | 56.81 | 75.65 | 57.27 | 58.32 | 75.30 | 57.14 | 68.90 | 57.20 | 69.55 | 57.21 | 57.26 | 74.79 | 57.08 | 46.76 | 45.09 |
| 522 | 372 | 8 | 0.01 | 64 | 0.00100 | 48 | 1.000000e-08 | 0.000000e+00 | 68.79 | 58.13 | 58.31 | 58.26 | 58.65 | 58.49 | 73.74 | 57.27 | 48.35 | 57.54 | 57.84 | 58.19 | 68.72 | 59.01 | 57.48 | 74.81 | 57.37 | 57.26 | 58.36 | 76.51 | 56.97 | 59.37 | 56.80 | 57.46 | 58.35 | 57.18 |
| 523 | 372 | 8 | 0.01 | 64 | 0.00100 | 48 | 1.000000e-08 | 1.000000e-08 | 58.55 | 58.80 | 59.01 | 58.94 | 58.44 | 76.47 | 74.35 | 67.96 | 57.43 | 68.35 | 57.50 | 57.59 | 75.40 | 57.32 | 58.41 | 68.85 | 59.00 | 59.68 | 68.93 | 70.13 | 57.02 | 56.64 | 56.15 | 56.82 | 57.21 | 57.27 |
| 540 | 372 | 8 | 0.01 | 32 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 59.27 | 75.60 | 57.87 | 57.94 | 67.80 | 57.26 | 75.52 | 58.92 | 68.32 | 67.97 | 57.27 | 53.07 | 65.91 | 57.76 | 57.93 | 75.77 | 75.35 | 47.79 | 76.37 | 76.70 | 57.01 | 55.85 | 47.19 | 56.99 | 58.07 | 57.52 |
| 541 | 372 | 8 | 0.01 | 32 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 59.01 | 58.65 | 58.35 | 58.50 | 67.12 | 68.51 | 67.69 | 46.71 | 68.07 | 58.12 | 57.60 | 57.34 | 44.50 | 58.34 | 57.61 | 56.52 | 74.83 | 57.11 | 58.00 | 75.96 | 57.54 | 57.49 | 46.22 | 56.79 | 45.34 | 56.77 |
| 542 | 372 | 8 | 0.01 | 32 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 74.11 | 58.45 | 58.52 | 58.58 | 59.23 | 70.06 | 74.77 | 58.25 | 58.29 | 58.41 | 58.00 | 57.50 | 75.15 | 47.11 | 58.75 | 75.48 | 58.73 | 57.38 | 57.83 | 57.16 | 57.09 | 55.86 | 76.36 | 57.11 | 57.55 | 58.08 |
| 543 | 372 | 8 | 0.01 | 32 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 73.30 | 58.82 | 57.30 | 58.94 | 67.00 | 57.30 | 58.05 | 48.20 | 58.61 | 67.57 | 57.01 | 75.97 | 75.33 | 57.28 | 58.32 | 58.76 | 45.35 | 57.66 | 69.42 | 68.30 | 48.40 | 56.07 | 47.84 | 57.26 | 69.35 | 56.81 |
| 560 | 372 | 8 | 0.01 | 48 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 69.03 | 58.55 | 57.79 | 68.66 | 67.79 | 76.41 | 74.89 | 58.20 | 58.01 | 57.47 | 76.45 | 71.05 | 76.40 | 57.83 | 57.87 | 57.91 | 55.97 | 74.38 | 90.43 | 56.45 | 57.31 | 45.00 | 76.24 | 55.96 | 56.47 | 56.40 |
| 561 | 372 | 8 | 0.01 | 48 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 73.80 | 69.47 | 69.36 | 58.24 | 58.43 | 69.19 | 74.63 | 57.83 | 58.15 | 57.40 | 69.03 | 56.82 | 75.17 | 69.85 | 59.33 | 74.74 | 47.62 | 74.35 | 75.94 | 70.70 | 48.41 | 56.81 | 76.71 | 45.75 | 44.92 | 57.18 |
| 562 | 372 | 8 | 0.01 | 48 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 60.03 | 58.79 | 58.97 | 59.87 | 58.21 | 76.05 | 68.00 | 58.06 | 69.22 | 56.29 | 76.07 | 58.09 | 68.40 | 74.63 | 57.73 | 57.79 | 57.63 | 75.79 | 76.74 | 57.82 | 57.22 | 46.95 | 76.05 | 56.98 | 56.86 | 56.90 |
| 563 | 372 | 8 | 0.01 | 48 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 58.91 | 69.02 | 57.53 | 58.20 | 44.35 | 57.99 | 67.06 | 57.50 | 57.83 | 58.28 | 76.67 | 56.44 | 68.64 | 74.66 | 57.93 | 71.20 | 57.86 | 68.53 | 55.06 | 58.67 | 56.87 | 56.03 | 75.31 | 56.81 | 56.68 | 56.13 |
| 580 | 372 | 8 | 0.01 | 64 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 74.62 | 58.73 | 57.99 | 58.23 | 58.55 | 75.91 | 59.45 | 56.01 | 69.90 | 66.97 | 55.48 | 69.56 | 74.71 | 57.66 | 57.74 | 75.63 | 57.59 | 57.87 | 68.91 | 57.75 | 56.95 | 56.84 | 45.95 | 57.63 | 56.99 | 56.54 |
| 581 | 372 | 8 | 0.01 | 64 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 68.16 | 58.69 | 58.31 | 68.59 | 58.05 | 56.20 | 70.11 | 58.63 | 57.83 | 57.61 | 76.39 | 75.64 | 75.44 | 49.46 | 57.64 | 73.88 | 69.03 | 68.78 | 57.76 | 75.61 | 57.43 | 56.64 | 74.45 | 56.96 | 57.29 | 45.78 |
| 582 | 372 | 8 | 0.01 | 64 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 60.51 | 69.76 | 68.26 | 58.64 | 58.52 | 69.28 | 68.74 | 58.12 | 48.13 | 57.73 | 57.45 | 57.27 | 74.99 | 68.89 | 58.39 | 66.94 | 58.82 | 74.49 | 56.85 | 69.76 | 45.99 | 57.69 | 57.71 | 57.38 | 57.85 | 55.84 |
| 583 | 372 | 8 | 0.01 | 64 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 58.80 | 60.18 | 57.84 | 59.25 | 58.13 | 70.08 | 58.49 | 58.51 | 57.91 | 68.44 | 57.12 | 57.42 | 73.95 | 58.31 | 58.09 | 69.23 | 58.22 | 57.73 | 76.26 | 56.47 | 56.73 | 57.82 | 46.26 | 56.26 | 47.22 | 57.24 |
| 600 | 372 | 8 | 0.01 | 32 | 0.00001 | 36 | 0.000000e+00 | 0.000000e+00 | 73.86 | 58.70 | 68.21 | 58.32 | 58.71 | 57.45 | 68.96 | 49.72 | 57.48 | 68.07 | 76.60 | 75.45 | 75.12 | 48.50 | 58.03 | 75.79 | 58.51 | 56.90 | 76.65 | 56.47 | 46.38 | 57.71 | 56.25 | 57.20 | 57.57 | 46.87 |
| 601 | 372 | 8 | 0.01 | 32 | 0.00001 | 36 | 0.000000e+00 | 1.000000e-08 | 73.50 | 66.20 | 59.10 | 45.69 | 67.02 | 68.78 | 74.78 | 47.27 | 58.75 | 57.63 | 76.65 | 68.97 | 74.87 | 47.65 | 58.74 | 74.60 | 67.74 | 69.60 | 57.40 | 56.95 | 45.17 | 57.71 | 76.90 | 57.58 | 56.79 | 56.25 |
| 602 | 372 | 8 | 0.01 | 32 | 0.00001 | 36 | 1.000000e-08 | 0.000000e+00 | 74.13 | 59.68 | 58.88 | 58.66 | 58.76 | 58.49 | 74.24 | 58.26 | 67.04 | 59.25 | 69.98 | 69.86 | 74.36 | 57.75 | 57.80 | 74.63 | 58.43 | 58.25 | 58.53 | 56.96 | 58.29 | 56.53 | 57.43 | 57.82 | 59.47 | 59.35 |
| 603 | 372 | 8 | 0.01 | 32 | 0.00001 | 36 | 1.000000e-08 | 1.000000e-08 | 73.18 | 68.08 | 68.67 | 58.45 | 59.54 | 67.79 | 74.91 | 49.72 | 57.70 | 66.86 | 75.76 | 51.69 | 74.22 | 74.78 | 58.38 | 57.50 | 58.25 | 50.62 | 69.59 | 56.28 | 58.06 | 43.99 | 46.59 | 58.00 | 58.20 | 57.11 |
| 620 | 372 | 8 | 0.01 | 48 | 0.00001 | 36 | 0.000000e+00 | 0.000000e+00 | 59.50 | 58.45 | 68.72 | 58.70 | 59.00 | 58.03 | 68.76 | 57.81 | 57.66 | 74.37 | 69.83 | 57.36 | 68.17 | 69.74 | 58.65 | 51.47 | 57.78 | 74.57 | 75.81 | 76.34 | 57.01 | 55.53 | 46.22 | 56.24 | 69.60 | 56.79 |
| 621 | 372 | 8 | 0.01 | 48 | 0.00001 | 36 | 0.000000e+00 | 1.000000e-08 | 74.14 | 59.75 | 66.77 | 58.94 | 58.05 | 69.59 | 75.97 | 58.26 | 53.12 | 57.61 | 56.76 | 56.17 | 75.51 | 48.15 | 57.92 | 75.66 | 56.40 | 74.68 | 76.65 | 57.19 | 56.89 | 56.71 | 46.61 | 56.39 | 58.22 | 57.59 |
| 622 | 372 | 8 | 0.01 | 48 | 0.00001 | 36 | 1.000000e-08 | 0.000000e+00 | 68.02 | 58.33 | 58.59 | 75.00 | 59.35 | 58.06 | 74.92 | 57.30 | 57.42 | 57.77 | 76.20 | 57.90 | 74.59 | 69.57 | 58.28 | 68.26 | 58.48 | 75.31 | 57.46 | 56.10 | 56.56 | 56.58 | 48.42 | 47.46 | 59.09 | 56.71 |
| 623 | 372 | 8 | 0.01 | 48 | 0.00001 | 36 | 1.000000e-08 | 1.000000e-08 | 73.60 | 67.11 | 69.26 | 58.34 | 58.89 | 58.93 | 74.23 | 58.50 | 57.89 | 58.34 | 58.49 | 58.52 | 74.28 | 58.81 | 58.94 | 74.52 | 89.57 | 69.50 | 57.95 | 77.07 | 46.36 | 56.52 | 76.21 | 57.52 | 75.28 | 47.34 |
| 640 | 372 | 8 | 0.01 | 64 | 0.00001 | 36 | 0.000000e+00 | 0.000000e+00 | 60.21 | 58.70 | 68.40 | 58.24 | 58.94 | 69.35 | 73.49 | 68.73 | 58.76 | 58.17 | 69.69 | 58.06 | 58.43 | 68.27 | 59.18 | 69.42 | 58.81 | 58.87 | 58.09 | 76.17 | 58.47 | 57.59 | 76.03 | 55.98 | 57.41 | 57.27 |
| 641 | 372 | 8 | 0.01 | 64 | 0.00001 | 36 | 0.000000e+00 | 1.000000e-08 | 58.16 | 59.00 | 59.10 | 58.91 | 58.24 | 76.19 | 66.18 | 58.04 | 67.70 | 58.06 | 69.45 | 59.02 | 68.90 | 70.13 | 58.21 | 57.93 | 57.43 | 74.87 | 75.82 | 69.94 | 57.07 | 43.73 | 75.57 | 57.44 | 59.44 | 57.42 |
| 642 | 372 | 8 | 0.01 | 64 | 0.00001 | 36 | 1.000000e-08 | 0.000000e+00 | 59.44 | 58.13 | 58.43 | 57.93 | 57.62 | 58.25 | 67.77 | 69.35 | 68.37 | 57.30 | 76.12 | 58.25 | 75.63 | 69.07 | 45.18 | 57.09 | 56.52 | 55.31 | 69.36 | 57.50 | 57.26 | 56.73 | 43.45 | 57.29 | 57.71 | 69.72 |
| 643 | 372 | 8 | 0.01 | 64 | 0.00001 | 36 | 1.000000e-08 | 1.000000e-08 | 60.41 | 58.66 | 68.21 | 59.01 | 67.79 | 55.26 | 74.12 | 58.27 | 57.63 | 58.11 | 58.74 | 68.53 | 74.86 | 58.54 | 58.14 | 67.65 | 45.16 | 68.34 | 70.43 | 56.51 | 58.19 | 43.44 | 57.32 | 56.85 | 57.19 | 57.62 |
| 660 | 372 | 8 | 0.01 | 32 | 0.00001 | 48 | 0.000000e+00 | 0.000000e+00 | 68.21 | 58.86 | 58.37 | 68.33 | 58.56 | 55.10 | 74.60 | 46.70 | 66.95 | 56.36 | 57.29 | 55.09 | 57.98 | 57.00 | 58.59 | 75.55 | 57.86 | 75.19 | 57.38 | 70.22 | 56.56 | 56.97 | 47.25 | 56.92 | 44.97 | 57.47 |
| 661 | 372 | 8 | 0.01 | 32 | 0.00001 | 48 | 0.000000e+00 | 1.000000e-08 | 59.89 | 58.81 | 69.93 | 58.57 | 74.71 | 75.37 | 74.14 | 58.06 | 75.29 | 47.45 | 57.78 | 69.17 | 68.24 | 58.57 | 58.67 | 68.26 | 58.31 | 68.46 | 69.78 | 56.65 | 56.96 | 55.92 | 76.26 | 57.17 | 57.60 | 57.11 |
| 662 | 372 | 8 | 0.01 | 32 | 0.00001 | 48 | 1.000000e-08 | 0.000000e+00 | 74.21 | 58.63 | 58.85 | 69.32 | 59.07 | 57.34 | 75.46 | 57.43 | 67.66 | 45.94 | 57.50 | 56.95 | 74.52 | 68.16 | 58.33 | 75.42 | 56.75 | 57.21 | 72.14 | 57.44 | 57.93 | 56.51 | 75.75 | 56.68 | 56.31 | 57.00 |
| 663 | 372 | 8 | 0.01 | 32 | 0.00001 | 48 | 1.000000e-08 | 1.000000e-08 | 59.56 | 68.29 | 68.37 | 58.78 | 57.32 | 75.73 | 59.11 | 58.29 | 66.94 | 57.88 | 75.41 | 74.97 | 74.40 | 75.83 | 58.55 | 70.12 | 57.58 | 58.68 | 57.26 | 77.02 | 56.88 | 58.71 | 44.67 | 58.10 | 58.52 | 57.77 |
| 680 | 372 | 8 | 0.01 | 48 | 0.00001 | 48 | 0.000000e+00 | 0.000000e+00 | 73.83 | 58.33 | 58.64 | 66.75 | 58.76 | 69.21 | 75.15 | 58.39 | 57.68 | 68.73 | 56.51 | 57.13 | 74.73 | 58.60 | 58.32 | 70.34 | 57.32 | 75.21 | 57.59 | 56.62 | 55.47 | 45.54 | 57.23 | 56.89 | 56.61 | 56.72 |
| 681 | 372 | 8 | 0.01 | 48 | 0.00001 | 48 | 0.000000e+00 | 1.000000e-08 | 73.42 | 58.36 | 68.74 | 58.03 | 46.80 | 76.21 | 73.39 | 67.65 | 75.21 | 58.03 | 57.26 | 69.84 | 75.00 | 58.03 | 58.05 | 52.36 | 57.98 | 74.70 | 69.55 | 57.11 | 58.13 | 56.51 | 71.05 | 43.91 | 46.54 | 75.97 |
| 682 | 372 | 8 | 0.01 | 48 | 0.00001 | 48 | 1.000000e-08 | 0.000000e+00 | 69.40 | 58.28 | 69.40 | 58.76 | 69.32 | 68.92 | 68.43 | 57.97 | 68.26 | 90.06 | 75.90 | 57.43 | 68.46 | 57.81 | 57.98 | 74.68 | 67.99 | 45.92 | 57.50 | 76.22 | 56.12 | 56.82 | 75.70 | 56.76 | 57.35 | 58.22 |
| 683 | 372 | 8 | 0.01 | 48 | 0.00001 | 48 | 1.000000e-08 | 1.000000e-08 | 58.52 | 58.65 | 59.03 | 68.71 | 58.89 | 57.82 | 75.46 | 58.13 | 57.79 | 57.86 | 76.20 | 57.78 | 68.89 | 58.26 | 58.63 | 58.18 | 57.68 | 68.54 | 76.20 | 56.36 | 56.19 | 56.62 | 46.18 | 56.63 | 57.12 | 57.31 |
| 700 | 372 | 8 | 0.01 | 64 | 0.00001 | 48 | 0.000000e+00 | 0.000000e+00 | 59.22 | 58.44 | 58.48 | 58.46 | 58.45 | 68.93 | 68.85 | 57.92 | 67.10 | 67.04 | 57.78 | 57.36 | 68.13 | 57.28 | 58.67 | 45.11 | 45.75 | 57.58 | 75.61 | 70.47 | 58.03 | 56.35 | 76.70 | 57.11 | 57.07 | 57.50 |
| 701 | 372 | 8 | 0.01 | 64 | 0.00001 | 48 | 0.000000e+00 | 1.000000e-08 | 74.01 | 59.14 | 57.66 | 58.76 | 59.50 | 57.46 | 67.67 | 67.04 | 74.92 | 56.54 | 69.42 | 58.28 | 74.13 | 73.38 | 59.06 | 74.93 | 57.85 | 75.03 | 75.13 | 70.43 | 58.46 | 56.86 | 57.53 | 59.09 | 57.50 | 57.92 |
| 702 | 372 | 8 | 0.01 | 64 | 0.00001 | 48 | 1.000000e-08 | 0.000000e+00 | 68.00 | 58.40 | 58.19 | 58.58 | 58.25 | 69.11 | 68.77 | 67.49 | 58.65 | 67.54 | 75.77 | 58.63 | 74.15 | 59.08 | 58.30 | 75.89 | 58.78 | 68.20 | 76.39 | 56.08 | 56.51 | 56.68 | 46.02 | 57.22 | 55.20 | 57.10 |
| 703 | 372 | 8 | 0.01 | 64 | 0.00001 | 48 | 1.000000e-08 | 1.000000e-08 | 68.22 | 58.52 | 57.98 | 59.01 | 66.92 | 58.32 | 68.32 | 69.30 | 68.47 | 67.78 | 57.75 | 75.51 | 74.97 | 58.54 | 58.03 | 75.81 | 58.94 | 75.04 | 76.41 | 56.79 | 57.35 | 57.22 | 46.39 | 57.40 | 46.43 | 46.28 |
The global mean maximum row:
| mAP_valid_abs_values | mAP_valid_abs_values_2 | mAP_valid_abs_values_3 | mAP_valid_abs_values_4 | mAP_valid_abs_values_5 | mAP_valid_abs_values_6 | mAP_valid_abs_values_7 | mAP_valid_abs_values_8 | mAP_valid_abs_values_9 | mAP_valid_abs_values_10 | mAP_valid_abs_values_11 | mAP_valid_abs_values_12 | mAP_valid_abs_values_13 | mAP_valid_abs_values_14 | mAP_valid_abs_values_15 | mAP_valid_abs_values_16 | mAP_valid_abs_values_17 | mAP_valid_abs_values_18 | mAP_valid_abs_values_19 | mAP_valid_abs_values_20 | mAP_valid_abs_values_21 | mAP_valid_abs_values_22 | mAP_valid_abs_values_23 | mAP_valid_abs_values_24 | mAP_valid_abs_values_25 | mAP_valid_abs_values_26 | average_map | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 160 | 72.86 | 64.30 | 65.13 | 65.81 | 64.46 | 62.01 | 73.43 | 65.12 | 69.46 | 83.78 | 74.17 | 63.55 | 85.08 | 73.07 | 65.58 | 74.62 | 64.97 | 71.95 | 68.91 | 74.62 | 64.47 | 66.10 | 64.41 | 63.72 | 65.30 | 64.33 | 68.892692 |
| 281 | 73.66 | 66.08 | 73.17 | 73.84 | 66.02 | 75.67 | 66.37 | 64.23 | 73.11 | 65.12 | 63.80 | 87.04 | 54.46 | 66.47 | 65.39 | 82.78 | 63.71 | 75.02 | 70.92 | 74.41 | 65.06 | 64.66 | 64.86 | 65.93 | 64.51 | 64.46 | 68.875000 |
| 222 | 72.16 | 64.36 | 72.81 | 64.52 | 64.46 | 62.48 | 82.86 | 65.02 | 72.24 | 73.94 | 74.38 | 69.21 | 74.54 | 63.39 | 63.92 | 73.34 | 62.85 | 73.46 | 74.88 | 70.50 | 63.78 | 65.91 | 63.25 | 64.98 | 64.45 | 63.84 | 68.520385 |
| 202 | 73.26 | 73.47 | 72.45 | 65.19 | 64.95 | 74.12 | 73.17 | 65.12 | 70.32 | 65.06 | 69.70 | 63.41 | 74.21 | 65.77 | 63.75 | 72.67 | 64.28 | 65.08 | 73.35 | 62.27 | 63.76 | 65.38 | 72.66 | 64.51 | 65.40 | 65.19 | 68.019231 |
| 263 | 68.48 | 64.63 | 73.25 | 64.94 | 63.47 | 64.82 | 86.60 | 65.28 | 73.76 | 63.73 | 74.89 | 64.55 | 66.42 | 72.39 | 63.74 | 73.38 | 64.55 | 74.32 | 74.22 | 63.80 | 63.81 | 65.19 | 63.16 | 64.15 | 64.72 | 64.08 | 67.935769 |
| 503 | 67.20 | 64.07 | 65.22 | 65.06 | 64.55 | 74.75 | 68.86 | 63.71 | 64.69 | 69.29 | 68.15 | 68.79 | 85.84 | 69.95 | 54.39 | 71.19 | 66.52 | 68.79 | 63.27 | 75.11 | 63.64 | 65.18 | 73.40 | 69.85 | 64.97 | 63.89 | 67.705000 |
| 701 | 73.50 | 65.12 | 64.81 | 65.54 | 64.83 | 63.06 | 68.66 | 69.64 | 74.07 | 63.63 | 69.31 | 63.74 | 72.80 | 73.62 | 64.35 | 73.57 | 62.63 | 73.25 | 74.33 | 69.72 | 63.99 | 63.87 | 65.73 | 64.31 | 64.84 | 64.89 | 67.608077 |
| 20 | 72.52 | 65.61 | 69.27 | 63.90 | 73.64 | 61.75 | 73.31 | 64.06 | 73.09 | 65.52 | 73.81 | 69.21 | 84.00 | 72.82 | 65.20 | 64.46 | 62.72 | 73.55 | 55.28 | 62.42 | 65.74 | 65.16 | 64.41 | 64.70 | 65.76 | 64.82 | 67.566538 |
| 623 | 73.04 | 69.66 | 68.17 | 63.95 | 65.48 | 65.55 | 73.60 | 63.78 | 63.64 | 64.52 | 63.97 | 63.96 | 73.69 | 65.12 | 63.60 | 73.73 | 85.70 | 70.32 | 63.07 | 75.31 | 53.88 | 64.74 | 73.33 | 64.40 | 72.85 | 57.06 | 67.543077 |
| 183 | 71.31 | 65.48 | 72.62 | 64.13 | 65.39 | 62.74 | 70.05 | 65.45 | 65.11 | 72.35 | 72.96 | 72.46 | 73.02 | 64.71 | 63.48 | 72.23 | 64.11 | 73.28 | 64.31 | 64.92 | 67.40 | 66.48 | 65.29 | 65.01 | 66.24 | 65.48 | 67.538846 |
Model performance on validation data (Mann-Whitney U Test)
Statistical Significance:
Using the global mean maximum row as the reference, we perform the right-tailed t-test to identify significant hyperparameters.
Code
pvalues_mw = []
pvalues_real_mw = []
for _,index in enumerate(dt_valid_sub.index):
_, p_value_mw = stats.mannwhitneyu(max_row[:-1], dt_valid_sub.loc[index][:-1], alternative='greater')#, method = 'asymptotic')
pvalues_real_mw.append(p_value_mw)
pvalues_mw.append((p_value_mw >= 0.05)*1)
dt_valid_sub_mw['pvalues_mw'] = pvalues_real_mw
dt_valid_sub_mw['sig_mw'] = pvalues_mw
dt_valid_sub_mw1 = dt_valid_sub_mw.query('sig_mw == 1')
max_indexx = dt_valid_sub_mw1.iloc[:, :-3].mean().idxmax()
#print(sum(pvalues),max_indexx)| input_size | output_size | learning_rate | batch_size | alpha | margin | l1_reg | l2_reg | mAP_valid_abs_values | mAP_valid_abs_values_2 | mAP_valid_abs_values_3 | mAP_valid_abs_values_4 | mAP_valid_abs_values_5 | mAP_valid_abs_values_6 | mAP_valid_abs_values_7 | mAP_valid_abs_values_8 | mAP_valid_abs_values_9 | mAP_valid_abs_values_10 | mAP_valid_abs_values_11 | mAP_valid_abs_values_12 | mAP_valid_abs_values_13 | mAP_valid_abs_values_14 | mAP_valid_abs_values_15 | mAP_valid_abs_values_16 | mAP_valid_abs_values_17 | mAP_valid_abs_values_18 | mAP_valid_abs_values_19 | mAP_valid_abs_values_20 | mAP_valid_abs_values_21 | mAP_valid_abs_values_22 | mAP_valid_abs_values_23 | mAP_valid_abs_values_24 | mAP_valid_abs_values_25 | mAP_valid_abs_values_26 | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 540 | 372 | 8 | 0.01 | 32 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 65.94 | 74.85 | 64.46 | 63.96 | 67.83 | 63.70 | 74.51 | 64.49 | 69.45 | 69.52 | 64.27 | 60.23 | 67.71 | 63.22 | 63.94 | 72.75 | 73.86 | 54.26 | 74.96 | 73.76 | 63.71 | 63.77 | 53.88 | 64.53 | 65.90 | 64.81 |
| 542 | 372 | 8 | 0.01 | 32 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 73.56 | 65.06 | 64.64 | 65.58 | 65.54 | 69.61 | 73.45 | 64.69 | 64.35 | 65.35 | 64.05 | 64.32 | 73.10 | 53.44 | 64.07 | 73.10 | 64.56 | 63.89 | 64.90 | 64.66 | 64.73 | 63.64 | 72.36 | 65.04 | 65.28 | 65.01 |
| 543 | 372 | 8 | 0.01 | 32 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 72.32 | 65.55 | 63.58 | 65.31 | 66.62 | 64.38 | 65.37 | 55.58 | 65.16 | 70.70 | 64.50 | 74.93 | 72.63 | 63.81 | 63.88 | 65.51 | 51.75 | 64.74 | 69.68 | 68.33 | 55.99 | 63.03 | 53.79 | 65.55 | 68.61 | 65.07 |
| 600 | 372 | 8 | 0.01 | 32 | 0.00001 | 36 | 0.000000e+00 | 0.000000e+00 | 73.20 | 65.03 | 68.73 | 64.91 | 64.66 | 64.65 | 68.39 | 55.94 | 64.45 | 69.78 | 75.33 | 74.78 | 72.58 | 54.52 | 64.80 | 73.06 | 64.86 | 64.28 | 74.88 | 64.31 | 55.42 | 65.56 | 64.07 | 65.09 | 64.68 | 54.57 |
| 601 | 372 | 8 | 0.01 | 32 | 0.00001 | 36 | 0.000000e+00 | 1.000000e-08 | 72.50 | 67.69 | 65.44 | 52.75 | 65.98 | 67.66 | 73.28 | 55.02 | 64.74 | 65.27 | 74.62 | 69.27 | 73.35 | 56.35 | 63.53 | 72.88 | 68.54 | 69.44 | 63.80 | 64.10 | 54.12 | 64.94 | 72.86 | 64.95 | 63.63 | 64.21 |
| 602 | 372 | 8 | 0.01 | 32 | 0.00001 | 36 | 1.000000e-08 | 0.000000e+00 | 74.37 | 66.32 | 65.51 | 65.35 | 65.56 | 64.79 | 73.12 | 65.75 | 68.82 | 66.32 | 70.23 | 69.28 | 72.35 | 64.04 | 64.01 | 73.63 | 64.80 | 64.43 | 64.52 | 64.05 | 65.11 | 63.24 | 66.61 | 65.01 | 65.15 | 66.12 |
| 603 | 372 | 8 | 0.01 | 32 | 0.00001 | 36 | 1.000000e-08 | 1.000000e-08 | 72.68 | 68.33 | 67.78 | 64.27 | 66.77 | 66.48 | 72.29 | 56.34 | 64.94 | 68.07 | 75.28 | 59.84 | 71.82 | 73.61 | 64.15 | 64.25 | 63.46 | 55.92 | 68.88 | 64.25 | 67.35 | 53.23 | 55.04 | 64.63 | 65.46 | 64.60 |
| 661 | 372 | 8 | 0.01 | 32 | 0.00001 | 48 | 0.000000e+00 | 1.000000e-08 | 67.09 | 65.58 | 69.21 | 64.82 | 74.37 | 74.20 | 73.72 | 64.78 | 73.07 | 55.81 | 64.29 | 68.21 | 69.72 | 63.93 | 63.44 | 67.78 | 63.78 | 68.13 | 68.32 | 63.28 | 64.88 | 64.94 | 71.84 | 65.49 | 64.67 | 64.95 |
| 663 | 372 | 8 | 0.01 | 32 | 0.00001 | 48 | 1.000000e-08 | 1.000000e-08 | 66.49 | 67.79 | 68.85 | 65.43 | 64.98 | 74.05 | 65.56 | 64.05 | 68.36 | 65.86 | 73.90 | 75.35 | 72.74 | 73.84 | 63.48 | 69.73 | 63.83 | 64.11 | 63.32 | 74.07 | 63.45 | 64.62 | 52.07 | 65.35 | 65.64 | 65.05 |
| 360 | 372 | 8 | 0.01 | 32 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 74.32 | 65.19 | 68.16 | 65.30 | 65.93 | 68.32 | 73.27 | 64.42 | 67.23 | 64.24 | 64.29 | 63.38 | 64.95 | 50.06 | 63.99 | 63.92 | 67.29 | 52.13 | 74.91 | 64.19 | 65.15 | 64.55 | 74.36 | 65.39 | 53.86 | 64.53 |
| 361 | 372 | 8 | 0.01 | 32 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 72.93 | 64.86 | 65.64 | 69.47 | 65.16 | 74.92 | 73.32 | 64.09 | 63.66 | 64.42 | 69.05 | 66.48 | 73.70 | 53.54 | 63.90 | 73.13 | 64.90 | 64.12 | 64.31 | 62.89 | 63.22 | 54.73 | 72.66 | 64.96 | 64.57 | 64.04 |
| 362 | 372 | 8 | 0.01 | 32 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 73.87 | 64.11 | 64.83 | 64.10 | 64.99 | 74.92 | 69.57 | 55.44 | 72.48 | 64.58 | 75.49 | 63.35 | 72.94 | 52.17 | 62.94 | 69.16 | 52.99 | 73.69 | 63.14 | 73.85 | 67.05 | 63.99 | 72.18 | 63.98 | 63.43 | 64.94 |
| 363 | 372 | 8 | 0.01 | 32 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 65.83 | 66.10 | 65.77 | 64.81 | 65.27 | 64.69 | 68.60 | 65.38 | 68.74 | 64.41 | 74.04 | 64.31 | 69.00 | 73.54 | 64.25 | 73.02 | 63.81 | 64.61 | 64.04 | 63.82 | 63.06 | 65.23 | 66.00 | 65.93 | 65.25 | 65.37 |
| 421 | 372 | 8 | 0.01 | 32 | 0.00100 | 36 | 0.000000e+00 | 1.000000e-08 | 65.29 | 64.24 | 65.36 | 65.22 | 64.82 | 69.36 | 68.04 | 64.44 | 68.73 | 65.08 | 69.33 | 63.55 | 65.82 | 63.56 | 64.45 | 74.17 | 73.82 | 74.01 | 74.24 | 68.08 | 66.52 | 63.96 | 71.89 | 65.35 | 64.91 | 53.18 |
| 423 | 372 | 8 | 0.01 | 32 | 0.00100 | 36 | 1.000000e-08 | 1.000000e-08 | 74.02 | 65.70 | 68.17 | 65.58 | 64.89 | 64.65 | 72.34 | 63.97 | 67.28 | 65.76 | 65.03 | 75.12 | 72.69 | 64.22 | 64.06 | 65.10 | 64.17 | 68.41 | 63.50 | 69.39 | 65.28 | 64.11 | 53.74 | 64.26 | 64.65 | 65.03 |
| 560 | 372 | 8 | 0.01 | 48 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 68.16 | 65.15 | 64.90 | 68.85 | 66.66 | 75.57 | 73.25 | 64.57 | 64.90 | 63.68 | 74.72 | 68.28 | 73.75 | 63.53 | 63.36 | 63.81 | 62.72 | 73.42 | 87.59 | 62.61 | 63.34 | 52.73 | 72.91 | 63.36 | 63.43 | 64.34 |
| 561 | 372 | 8 | 0.01 | 48 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 73.73 | 69.20 | 68.69 | 65.42 | 64.71 | 68.80 | 73.24 | 64.25 | 64.31 | 63.58 | 67.67 | 63.21 | 72.87 | 69.04 | 64.18 | 73.11 | 54.76 | 73.83 | 74.72 | 69.97 | 57.29 | 64.31 | 73.89 | 52.88 | 53.19 | 64.50 |
| 562 | 372 | 8 | 0.01 | 48 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 65.56 | 65.83 | 65.71 | 66.07 | 64.76 | 74.51 | 68.92 | 64.06 | 69.18 | 64.49 | 74.98 | 63.66 | 69.15 | 73.06 | 63.39 | 64.67 | 63.58 | 73.33 | 74.35 | 63.67 | 64.01 | 55.27 | 73.39 | 64.49 | 64.06 | 64.42 |
| 620 | 372 | 8 | 0.01 | 48 | 0.00001 | 36 | 0.000000e+00 | 0.000000e+00 | 66.03 | 65.73 | 69.95 | 65.55 | 64.81 | 64.43 | 69.07 | 65.06 | 63.96 | 73.97 | 68.86 | 63.15 | 68.61 | 70.37 | 64.11 | 57.70 | 64.30 | 73.35 | 75.53 | 74.86 | 63.65 | 63.62 | 52.67 | 64.59 | 69.79 | 64.24 |
| 623 | 372 | 8 | 0.01 | 48 | 0.00001 | 36 | 1.000000e-08 | 1.000000e-08 | 73.04 | 69.66 | 68.17 | 63.95 | 65.48 | 65.55 | 73.60 | 63.78 | 63.64 | 64.52 | 63.97 | 63.96 | 73.69 | 65.12 | 63.60 | 73.73 | 85.70 | 70.32 | 63.07 | 75.31 | 53.88 | 64.74 | 73.33 | 64.40 | 72.85 | 57.06 |
| 681 | 372 | 8 | 0.01 | 48 | 0.00001 | 48 | 0.000000e+00 | 1.000000e-08 | 72.06 | 65.71 | 68.28 | 64.57 | 55.00 | 74.31 | 72.35 | 68.73 | 73.28 | 63.50 | 63.82 | 66.52 | 72.78 | 63.83 | 63.55 | 58.29 | 63.57 | 73.83 | 70.09 | 64.78 | 64.06 | 63.63 | 68.92 | 52.63 | 53.40 | 72.89 |
| 682 | 372 | 8 | 0.01 | 48 | 0.00001 | 48 | 1.000000e-08 | 0.000000e+00 | 69.05 | 64.93 | 68.83 | 64.18 | 67.81 | 67.08 | 68.47 | 64.18 | 68.98 | 86.99 | 74.37 | 62.61 | 69.49 | 63.71 | 62.96 | 72.73 | 67.78 | 53.71 | 63.82 | 74.66 | 63.86 | 64.26 | 72.44 | 65.13 | 64.32 | 64.85 |
| 380 | 372 | 8 | 0.01 | 48 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 72.75 | 68.76 | 65.01 | 65.80 | 65.71 | 63.92 | 68.85 | 63.83 | 63.83 | 70.59 | 63.54 | 63.58 | 73.38 | 63.56 | 63.27 | 69.05 | 73.26 | 54.48 | 74.27 | 63.21 | 63.97 | 65.09 | 64.51 | 65.48 | 72.89 | 64.82 |
| 440 | 372 | 8 | 0.01 | 48 | 0.00100 | 36 | 0.000000e+00 | 0.000000e+00 | 73.42 | 67.51 | 68.58 | 68.66 | 65.19 | 67.74 | 68.73 | 64.54 | 65.13 | 64.23 | 62.96 | 68.15 | 69.59 | 53.73 | 63.52 | 74.15 | 68.19 | 63.54 | 65.13 | 62.74 | 86.39 | 63.86 | 63.43 | 63.39 | 64.96 | 73.58 |
| 441 | 372 | 8 | 0.01 | 48 | 0.00100 | 36 | 0.000000e+00 | 1.000000e-08 | 65.99 | 64.51 | 68.31 | 69.39 | 66.07 | 64.36 | 64.93 | 64.75 | 64.72 | 69.19 | 63.97 | 64.32 | 72.34 | 69.08 | 63.34 | 68.04 | 85.95 | 69.52 | 63.69 | 74.61 | 64.41 | 63.41 | 71.91 | 64.75 | 65.24 | 64.60 |
| 442 | 372 | 8 | 0.01 | 48 | 0.00100 | 36 | 1.000000e-08 | 0.000000e+00 | 72.90 | 65.04 | 65.14 | 65.09 | 66.44 | 63.35 | 67.43 | 64.93 | 65.61 | 68.95 | 67.05 | 70.21 | 70.06 | 73.04 | 64.02 | 73.51 | 63.97 | 73.08 | 63.70 | 75.15 | 64.68 | 63.31 | 69.36 | 52.59 | 64.35 | 64.54 |
| 500 | 372 | 8 | 0.01 | 48 | 0.00100 | 48 | 0.000000e+00 | 0.000000e+00 | 66.87 | 66.23 | 65.77 | 64.37 | 65.18 | 65.12 | 68.68 | 65.28 | 69.40 | 64.15 | 68.32 | 67.12 | 72.87 | 68.63 | 64.95 | 70.46 | 64.07 | 63.88 | 64.30 | 63.59 | 63.87 | 53.80 | 74.90 | 65.85 | 64.53 | 64.92 |
| 501 | 372 | 8 | 0.01 | 48 | 0.00100 | 48 | 0.000000e+00 | 1.000000e-08 | 73.34 | 69.09 | 65.03 | 65.37 | 64.27 | 67.50 | 64.73 | 64.13 | 70.38 | 64.50 | 63.22 | 74.74 | 69.20 | 53.68 | 64.84 | 72.93 | 68.97 | 72.88 | 74.90 | 63.45 | 54.24 | 64.83 | 74.15 | 65.24 | 64.13 | 65.16 |
| 502 | 372 | 8 | 0.01 | 48 | 0.00100 | 48 | 1.000000e-08 | 0.000000e+00 | 72.74 | 65.20 | 67.76 | 65.63 | 65.69 | 61.71 | 73.72 | 63.98 | 65.89 | 65.80 | 64.95 | 63.84 | 68.20 | 64.02 | 63.52 | 73.82 | 63.29 | 73.30 | 69.26 | 68.02 | 64.08 | 64.28 | 73.29 | 64.26 | 64.74 | 62.27 |
| 503 | 372 | 8 | 0.01 | 48 | 0.00100 | 48 | 1.000000e-08 | 1.000000e-08 | 67.20 | 64.07 | 65.22 | 65.06 | 64.55 | 74.75 | 68.86 | 63.71 | 64.69 | 69.29 | 68.15 | 68.79 | 85.84 | 69.95 | 54.39 | 71.19 | 66.52 | 68.79 | 63.27 | 75.11 | 63.64 | 65.18 | 73.40 | 69.85 | 64.97 | 63.89 |
| 581 | 372 | 8 | 0.01 | 64 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 67.55 | 65.23 | 64.87 | 66.47 | 64.54 | 62.29 | 70.37 | 64.93 | 63.72 | 63.98 | 74.35 | 75.36 | 72.84 | 55.44 | 63.36 | 72.11 | 70.21 | 70.07 | 63.61 | 74.84 | 64.25 | 63.75 | 71.89 | 64.49 | 64.21 | 53.53 |
| 640 | 372 | 8 | 0.01 | 64 | 0.00001 | 36 | 0.000000e+00 | 0.000000e+00 | 66.77 | 65.78 | 69.39 | 64.75 | 65.58 | 66.63 | 71.96 | 70.24 | 65.25 | 64.69 | 69.56 | 64.05 | 64.21 | 68.29 | 64.67 | 70.90 | 63.66 | 64.27 | 63.88 | 75.36 | 64.74 | 63.09 | 73.00 | 64.22 | 65.33 | 65.26 |
| 641 | 372 | 8 | 0.01 | 64 | 0.00001 | 36 | 0.000000e+00 | 1.000000e-08 | 65.23 | 65.31 | 65.37 | 65.47 | 65.08 | 75.64 | 66.69 | 63.70 | 69.70 | 64.18 | 67.33 | 64.03 | 69.52 | 71.19 | 63.15 | 63.67 | 62.87 | 73.07 | 74.35 | 70.54 | 63.29 | 53.75 | 73.14 | 64.97 | 65.16 | 64.59 |
| 701 | 372 | 8 | 0.01 | 64 | 0.00001 | 48 | 0.000000e+00 | 1.000000e-08 | 73.50 | 65.12 | 64.81 | 65.54 | 64.83 | 63.06 | 68.66 | 69.64 | 74.07 | 63.63 | 69.31 | 63.74 | 72.80 | 73.62 | 64.35 | 73.57 | 62.63 | 73.25 | 74.33 | 69.72 | 63.99 | 63.87 | 65.73 | 64.31 | 64.84 | 64.89 |
| 703 | 372 | 8 | 0.01 | 64 | 0.00001 | 48 | 1.000000e-08 | 1.000000e-08 | 68.59 | 64.69 | 65.13 | 65.36 | 66.85 | 64.69 | 69.58 | 68.74 | 71.19 | 68.75 | 63.14 | 75.09 | 73.12 | 63.09 | 63.90 | 73.27 | 65.58 | 73.12 | 75.01 | 63.03 | 64.54 | 63.91 | 53.50 | 64.97 | 54.49 | 53.90 |
| 460 | 372 | 8 | 0.01 | 64 | 0.00100 | 36 | 0.000000e+00 | 0.000000e+00 | 73.73 | 64.43 | 67.68 | 64.38 | 64.95 | 68.22 | 72.89 | 69.99 | 74.33 | 64.26 | 74.91 | 67.84 | 68.20 | 63.43 | 64.35 | 73.03 | 69.73 | 69.07 | 69.58 | 62.46 | 63.01 | 63.59 | 64.84 | 64.07 | 65.28 | 52.41 |
| 523 | 372 | 8 | 0.01 | 64 | 0.00100 | 48 | 1.000000e-08 | 1.000000e-08 | 65.54 | 64.40 | 65.55 | 65.29 | 64.94 | 75.17 | 73.30 | 70.17 | 63.93 | 69.67 | 63.32 | 63.69 | 72.90 | 63.85 | 63.62 | 69.24 | 63.15 | 64.58 | 69.22 | 70.51 | 64.67 | 63.20 | 65.55 | 64.41 | 64.24 | 64.54 |
| 180 | 372 | 8 | 0.10 | 32 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 72.21 | 65.40 | 64.62 | 73.47 | 63.91 | 70.51 | 72.26 | 64.24 | 64.78 | 72.22 | 71.54 | 61.81 | 71.07 | 62.35 | 64.50 | 63.49 | 72.77 | 76.90 | 62.25 | 61.94 | 65.21 | 64.59 | 65.61 | 65.39 | 64.74 | 63.79 |
| 183 | 372 | 8 | 0.10 | 32 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 71.31 | 65.48 | 72.62 | 64.13 | 65.39 | 62.74 | 70.05 | 65.45 | 65.11 | 72.35 | 72.96 | 72.46 | 73.02 | 64.71 | 63.48 | 72.23 | 64.11 | 73.28 | 64.31 | 64.92 | 67.40 | 66.48 | 65.29 | 65.01 | 66.24 | 65.48 |
| 301 | 372 | 8 | 0.10 | 32 | 0.00001 | 48 | 0.000000e+00 | 1.000000e-08 | 64.23 | 64.76 | 64.50 | 66.52 | 72.30 | 64.86 | 77.57 | 65.76 | 68.83 | 64.91 | 73.25 | 64.64 | 72.58 | 64.81 | 64.83 | 72.51 | 65.09 | 66.00 | 71.58 | 63.69 | 66.07 | 65.06 | 63.70 | 64.90 | 64.36 | 65.80 |
| 302 | 372 | 8 | 0.10 | 32 | 0.00001 | 48 | 1.000000e-08 | 0.000000e+00 | 71.42 | 64.52 | 72.25 | 64.49 | 63.77 | 74.20 | 71.82 | 72.78 | 64.67 | 73.03 | 63.91 | 63.29 | 81.15 | 64.61 | 64.60 | 59.45 | 63.56 | 66.65 | 63.81 | 63.89 | 65.22 | 65.95 | 64.73 | 64.28 | 67.25 | 65.22 |
| 0 | 372 | 8 | 0.10 | 32 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 65.08 | 71.42 | 58.92 | 72.74 | 65.45 | 56.49 | 64.43 | 65.40 | 66.53 | 73.21 | 71.77 | 42.66 | 73.21 | 64.22 | 73.58 | 64.23 | 65.05 | 65.90 | 75.61 | 65.00 | 66.63 | 66.89 | 67.82 | 66.01 | 65.78 | 66.67 |
| 60 | 372 | 8 | 0.10 | 32 | 0.00100 | 36 | 0.000000e+00 | 0.000000e+00 | 63.36 | 65.44 | 65.64 | 67.27 | 64.88 | 64.98 | 66.56 | 66.34 | 65.32 | 66.66 | 55.97 | 65.05 | 55.46 | 66.87 | 65.51 | 71.00 | 65.15 | 66.80 | 65.18 | 63.86 | 66.32 | 66.45 | 66.17 | 66.97 | 65.57 | 67.63 |
| 61 | 372 | 8 | 0.10 | 32 | 0.00100 | 36 | 0.000000e+00 | 1.000000e-08 | 71.61 | 65.59 | 65.54 | 64.37 | 65.40 | 65.17 | 71.87 | 66.14 | 64.17 | 66.23 | 74.49 | 62.70 | 73.66 | 64.03 | 64.08 | 65.30 | 64.48 | 63.89 | 63.38 | 64.88 | 65.87 | 67.14 | 65.67 | 65.20 | 64.68 | 65.91 |
| 120 | 372 | 8 | 0.10 | 32 | 0.00100 | 48 | 0.000000e+00 | 0.000000e+00 | 56.17 | 66.60 | 64.36 | 65.85 | 72.33 | 42.66 | 65.28 | 63.64 | 75.14 | 64.84 | 75.06 | 61.19 | 72.67 | 63.09 | 64.56 | 73.50 | 64.26 | 62.57 | 72.35 | 61.97 | 66.46 | 66.59 | 65.49 | 64.90 | 65.25 | 66.97 |
| 121 | 372 | 8 | 0.10 | 32 | 0.00100 | 48 | 0.000000e+00 | 1.000000e-08 | 71.15 | 64.08 | 65.09 | 66.40 | 42.66 | 72.33 | 71.25 | 64.35 | 63.51 | 72.60 | 64.78 | 63.30 | 72.65 | 63.37 | 63.91 | 64.96 | 63.37 | 66.33 | 74.68 | 60.53 | 64.98 | 65.38 | 66.00 | 65.14 | 65.47 | 64.69 |
| 123 | 372 | 8 | 0.10 | 32 | 0.00100 | 48 | 1.000000e-08 | 1.000000e-08 | 65.86 | 64.80 | 63.66 | 66.04 | 65.59 | 55.78 | 64.89 | 65.99 | 72.73 | 64.90 | 65.80 | 65.52 | 55.39 | 64.03 | 64.47 | 77.82 | 65.04 | 73.18 | 65.53 | 65.16 | 66.28 | 66.03 | 65.69 | 64.70 | 66.33 | 66.14 |
| 201 | 372 | 8 | 0.10 | 48 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 73.20 | 66.25 | 65.34 | 64.63 | 64.11 | 63.63 | 73.31 | 73.92 | 65.79 | 65.06 | 73.90 | 63.20 | 69.26 | 64.28 | 63.34 | 73.28 | 62.45 | 64.79 | 64.35 | 62.81 | 64.63 | 65.48 | 64.54 | 66.59 | 64.59 | 65.16 |
| 202 | 372 | 8 | 0.10 | 48 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 73.26 | 73.47 | 72.45 | 65.19 | 64.95 | 74.12 | 73.17 | 65.12 | 70.32 | 65.06 | 69.70 | 63.41 | 74.21 | 65.77 | 63.75 | 72.67 | 64.28 | 65.08 | 73.35 | 62.27 | 63.76 | 65.38 | 72.66 | 64.51 | 65.40 | 65.19 |
| 203 | 372 | 8 | 0.10 | 48 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 71.79 | 64.96 | 64.96 | 64.75 | 65.54 | 69.91 | 72.78 | 65.31 | 64.96 | 64.88 | 65.00 | 73.84 | 73.71 | 63.04 | 65.17 | 63.33 | 64.32 | 71.59 | 64.57 | 64.34 | 64.35 | 64.58 | 64.11 | 64.70 | 64.81 | 65.81 |
| 260 | 372 | 8 | 0.10 | 48 | 0.00001 | 36 | 0.000000e+00 | 0.000000e+00 | 56.08 | 72.86 | 55.33 | 66.18 | 64.65 | 64.05 | 71.89 | 65.08 | 66.22 | 65.43 | 73.58 | 73.01 | 73.12 | 84.43 | 65.57 | 72.44 | 64.99 | 64.47 | 56.01 | 64.03 | 42.66 | 66.50 | 64.65 | 65.34 | 64.64 | 65.36 |
| 261 | 372 | 8 | 0.10 | 48 | 0.00001 | 36 | 0.000000e+00 | 1.000000e-08 | 73.26 | 73.30 | 65.00 | 65.68 | 64.53 | 64.04 | 66.28 | 65.58 | 72.51 | 64.60 | 64.01 | 65.06 | 74.76 | 63.39 | 65.36 | 74.11 | 65.02 | 75.23 | 63.09 | 63.44 | 65.55 | 65.04 | 64.52 | 65.06 | 63.87 | 64.51 |
| 262 | 372 | 8 | 0.10 | 48 | 0.00001 | 36 | 1.000000e-08 | 0.000000e+00 | 73.65 | 65.48 | 72.02 | 65.46 | 63.65 | 65.12 | 71.78 | 65.28 | 83.88 | 65.64 | 64.32 | 62.46 | 74.80 | 64.20 | 63.73 | 85.23 | 63.52 | 64.82 | 62.34 | 62.79 | 64.31 | 65.55 | 65.26 | 63.57 | 64.01 | 66.24 |
| 263 | 372 | 8 | 0.10 | 48 | 0.00001 | 36 | 1.000000e-08 | 1.000000e-08 | 68.48 | 64.63 | 73.25 | 64.94 | 63.47 | 64.82 | 86.60 | 65.28 | 73.76 | 63.73 | 74.89 | 64.55 | 66.42 | 72.39 | 63.74 | 73.38 | 64.55 | 74.32 | 74.22 | 63.80 | 63.81 | 65.19 | 63.16 | 64.15 | 64.72 | 64.08 |
| 321 | 372 | 8 | 0.10 | 48 | 0.00001 | 48 | 0.000000e+00 | 1.000000e-08 | 72.11 | 64.35 | 64.42 | 63.57 | 56.27 | 71.79 | 71.65 | 66.68 | 65.10 | 64.88 | 64.21 | 63.67 | 74.13 | 63.81 | 73.67 | 64.46 | 62.56 | 72.82 | 75.11 | 62.05 | 65.02 | 65.60 | 64.45 | 66.70 | 64.59 | 64.69 |
| 323 | 372 | 8 | 0.10 | 48 | 0.00001 | 48 | 1.000000e-08 | 1.000000e-08 | 65.35 | 66.09 | 65.14 | 64.24 | 64.37 | 63.58 | 73.23 | 65.17 | 72.36 | 72.27 | 55.79 | 65.09 | 73.93 | 74.34 | 64.70 | 73.52 | 70.05 | 64.07 | 64.05 | 64.59 | 64.07 | 65.31 | 64.37 | 64.84 | 63.92 | 63.69 |
| 20 | 372 | 8 | 0.10 | 48 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 72.52 | 65.61 | 69.27 | 63.90 | 73.64 | 61.75 | 73.31 | 64.06 | 73.09 | 65.52 | 73.81 | 69.21 | 84.00 | 72.82 | 65.20 | 64.46 | 62.72 | 73.55 | 55.28 | 62.42 | 65.74 | 65.16 | 64.41 | 64.70 | 65.76 | 64.82 |
| 21 | 372 | 8 | 0.10 | 48 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 66.11 | 65.31 | 55.89 | 64.21 | 64.97 | 64.02 | 71.86 | 63.68 | 73.28 | 65.03 | 74.88 | 63.10 | 73.09 | 63.63 | 64.48 | 74.70 | 64.32 | 64.20 | 69.55 | 68.51 | 65.09 | 64.90 | 65.83 | 63.83 | 64.16 | 65.61 |
| 23 | 372 | 8 | 0.10 | 48 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 64.81 | 65.12 | 73.46 | 64.67 | 65.20 | 74.57 | 71.46 | 64.28 | 73.10 | 64.84 | 74.66 | 62.95 | 73.63 | 63.44 | 65.33 | 75.28 | 63.43 | 63.73 | 65.04 | 69.07 | 64.98 | 66.47 | 64.23 | 64.54 | 63.65 | 64.53 |
| 81 | 372 | 8 | 0.10 | 48 | 0.00100 | 36 | 0.000000e+00 | 1.000000e-08 | 64.86 | 65.75 | 73.22 | 64.25 | 64.84 | 63.71 | 73.78 | 64.05 | 65.31 | 73.21 | 73.93 | 64.23 | 85.99 | 63.18 | 64.07 | 73.23 | 62.86 | 73.73 | 64.56 | 74.61 | 65.46 | 53.37 | 64.36 | 63.79 | 64.94 | 63.01 |
| 141 | 372 | 8 | 0.10 | 48 | 0.00100 | 48 | 0.000000e+00 | 1.000000e-08 | 42.66 | 82.49 | 64.94 | 64.09 | 63.88 | 72.86 | 72.98 | 64.53 | 64.30 | 73.51 | 74.87 | 64.76 | 74.25 | 64.11 | 42.66 | 84.67 | 42.66 | 81.63 | 64.68 | 61.94 | 63.80 | 64.95 | 65.17 | 65.28 | 64.78 | 64.51 |
| 142 | 372 | 8 | 0.10 | 48 | 0.00100 | 48 | 1.000000e-08 | 0.000000e+00 | 72.65 | 64.68 | 73.29 | 64.92 | 64.32 | 62.09 | 71.97 | 65.04 | 65.01 | 64.49 | 74.62 | 69.83 | 73.45 | 73.51 | 64.09 | 74.37 | 64.11 | 63.35 | 75.27 | 62.53 | 65.20 | 64.28 | 63.85 | 65.20 | 65.46 | 64.57 |
| 143 | 372 | 8 | 0.10 | 48 | 0.00100 | 48 | 1.000000e-08 | 1.000000e-08 | 70.61 | 64.50 | 64.76 | 65.24 | 64.95 | 84.29 | 65.10 | 65.31 | 65.73 | 64.43 | 73.99 | 63.69 | 65.18 | 64.37 | 64.86 | 64.31 | 64.50 | 74.48 | 75.12 | 63.72 | 65.09 | 64.72 | 64.90 | 65.12 | 63.99 | 65.10 |
| 221 | 372 | 8 | 0.10 | 64 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 72.97 | 64.22 | 64.38 | 64.78 | 73.80 | 64.26 | 73.32 | 65.08 | 74.60 | 64.20 | 73.06 | 74.36 | 74.36 | 63.12 | 64.27 | 75.04 | 64.46 | 64.13 | 64.46 | 63.21 | 64.44 | 65.24 | 64.17 | 64.47 | 64.32 | 64.90 |
| 222 | 372 | 8 | 0.10 | 64 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 72.16 | 64.36 | 72.81 | 64.52 | 64.46 | 62.48 | 82.86 | 65.02 | 72.24 | 73.94 | 74.38 | 69.21 | 74.54 | 63.39 | 63.92 | 73.34 | 62.85 | 73.46 | 74.88 | 70.50 | 63.78 | 65.91 | 63.25 | 64.98 | 64.45 | 63.84 |
| 280 | 372 | 8 | 0.10 | 64 | 0.00001 | 36 | 0.000000e+00 | 0.000000e+00 | 72.16 | 74.14 | 73.08 | 65.77 | 73.07 | 71.05 | 72.49 | 73.62 | 63.76 | 72.62 | 56.03 | 61.01 | 74.86 | 64.16 | 64.04 | 67.23 | 63.99 | 65.05 | 63.15 | 63.30 | 64.33 | 64.19 | 64.71 | 65.02 | 64.06 | 64.60 |
| 281 | 372 | 8 | 0.10 | 64 | 0.00001 | 36 | 0.000000e+00 | 1.000000e-08 | 73.66 | 66.08 | 73.17 | 73.84 | 66.02 | 75.67 | 66.37 | 64.23 | 73.11 | 65.12 | 63.80 | 87.04 | 54.46 | 66.47 | 65.39 | 82.78 | 63.71 | 75.02 | 70.92 | 74.41 | 65.06 | 64.66 | 64.86 | 65.93 | 64.51 | 64.46 |
| 282 | 372 | 8 | 0.10 | 64 | 0.00001 | 36 | 1.000000e-08 | 0.000000e+00 | 72.93 | 64.35 | 55.89 | 73.15 | 64.62 | 61.86 | 72.66 | 65.08 | 65.30 | 73.73 | 74.11 | 62.78 | 74.09 | 64.05 | 63.31 | 63.37 | 64.87 | 72.67 | 75.79 | 63.91 | 64.30 | 65.98 | 65.25 | 52.40 | 64.10 | 65.31 |
| 340 | 372 | 8 | 0.10 | 64 | 0.00001 | 48 | 0.000000e+00 | 0.000000e+00 | 73.30 | 65.95 | 72.46 | 65.03 | 65.06 | 63.42 | 72.16 | 65.99 | 65.30 | 65.33 | 74.04 | 63.08 | 74.03 | 63.16 | 63.16 | 74.20 | 64.53 | 74.35 | 69.67 | 63.13 | 52.84 | 66.46 | 66.30 | 65.14 | 64.23 | 64.93 |
| 40 | 372 | 8 | 0.10 | 64 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 72.95 | 64.59 | 72.88 | 64.23 | 73.35 | 74.28 | 73.79 | 62.69 | 74.34 | 63.67 | 73.73 | 63.12 | 73.42 | 62.07 | 63.64 | 73.16 | 63.73 | 63.02 | 64.31 | 60.06 | 65.12 | 65.38 | 62.67 | 65.52 | 64.29 | 65.09 |
| 41 | 372 | 8 | 0.10 | 64 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 72.94 | 73.22 | 64.88 | 42.66 | 73.49 | 65.04 | 73.60 | 64.53 | 73.78 | 73.72 | 68.60 | 61.46 | 73.27 | 64.59 | 63.42 | 80.93 | 64.76 | 64.85 | 74.87 | 62.48 | 64.59 | 64.63 | 64.41 | 64.47 | 64.85 | 63.49 |
| 42 | 372 | 8 | 0.10 | 64 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 72.30 | 72.50 | 65.52 | 65.06 | 68.32 | 64.57 | 73.20 | 64.25 | 72.94 | 65.56 | 74.87 | 63.43 | 73.98 | 84.03 | 64.01 | 66.02 | 65.55 | 63.57 | 64.27 | 64.24 | 54.98 | 52.64 | 73.16 | 63.83 | 64.00 | 65.02 |
| 43 | 372 | 8 | 0.10 | 64 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 72.47 | 65.24 | 71.26 | 65.53 | 73.60 | 74.25 | 55.18 | 64.93 | 65.29 | 73.60 | 63.23 | 63.56 | 74.10 | 64.68 | 64.63 | 63.61 | 63.56 | 74.21 | 75.40 | 64.49 | 63.99 | 64.83 | 64.41 | 65.41 | 64.13 | 63.59 |
| 160 | 372 | 8 | 0.10 | 64 | 0.00100 | 48 | 0.000000e+00 | 0.000000e+00 | 72.86 | 64.30 | 65.13 | 65.81 | 64.46 | 62.01 | 73.43 | 65.12 | 69.46 | 83.78 | 74.17 | 63.55 | 85.08 | 73.07 | 65.58 | 74.62 | 64.97 | 71.95 | 68.91 | 74.62 | 64.47 | 66.10 | 64.41 | 63.72 | 65.30 | 64.33 |
| 161 | 372 | 8 | 0.10 | 64 | 0.00100 | 48 | 0.000000e+00 | 1.000000e-08 | 72.84 | 64.71 | 66.19 | 65.62 | 65.08 | 63.93 | 75.11 | 65.69 | 72.86 | 65.54 | 64.32 | 74.40 | 73.82 | 64.56 | 64.56 | 74.09 | 64.18 | 74.21 | 63.46 | 63.67 | 64.65 | 64.88 | 64.87 | 65.17 | 63.70 | 63.19 |
Size of the All data: (144, 29)
Size of the Sig data: (75, 34)
Code
####################################################
# Use the hyperparameters to the test data.
####################################################
optimal_params_mw1 = dt_valid.loc[dt_valid_sub_mw1.index][['input_size', 'output_size', 'learning_rate', 'batch_size', 'alpha', 'margin', 'l1_reg', 'l2_reg']]
optimal_params_mw = optimal_params_mw1.reset_index()
optimal_params_mw.drop(['index'], axis=1, inplace = True)
#rotation invariance test data with optimal parameters
test_data_mw1 = pd.merge(optimal_params_mw, dt_test, on=['input_size', 'output_size', 'learning_rate', 'batch_size', 'alpha', 'margin', 'l1_reg', 'l2_reg'])
test_data_1_sub_mw = test_data_mw1[list(test_data_mw1.columns[test_data_mw1.columns.str.startswith('mAP_test')])]Equivalent test data
| input_size | output_size | learning_rate | batch_size | alpha | margin | l1_reg | l2_reg | mAP_test_abs_values | mAP_test_abs_values_2 | mAP_test_abs_values_3 | mAP_test_abs_values_4 | mAP_test_abs_values_5 | mAP_test_abs_values_6 | mAP_test_abs_values_7 | mAP_test_abs_values_8 | mAP_test_abs_values_9 | mAP_test_abs_values_10 | mAP_test_abs_values_11 | mAP_test_abs_values_12 | mAP_test_abs_values_13 | mAP_test_abs_values_14 | mAP_test_abs_values_15 | mAP_test_abs_values_16 | mAP_test_abs_values_17 | mAP_test_abs_values_18 | mAP_test_abs_values_19 | mAP_test_abs_values_20 | mAP_test_abs_values_21 | mAP_test_abs_values_22 | mAP_test_abs_values_23 | mAP_test_abs_values_24 | mAP_test_abs_values_25 | mAP_test_abs_values_26 | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 53 | 372 | 8 | 0.01 | 32 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 59.27 | 75.60 | 57.87 | 57.94 | 67.80 | 57.26 | 75.52 | 58.92 | 68.32 | 67.97 | 57.27 | 53.07 | 65.91 | 57.76 | 57.93 | 75.77 | 75.35 | 47.79 | 76.37 | 76.70 | 57.01 | 55.85 | 47.19 | 56.99 | 58.07 | 57.52 |
| 60 | 372 | 8 | 0.01 | 32 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 74.11 | 58.45 | 58.52 | 58.58 | 59.23 | 70.06 | 74.77 | 58.25 | 58.29 | 58.41 | 58.00 | 57.50 | 75.15 | 47.11 | 58.75 | 75.48 | 58.73 | 57.38 | 57.83 | 57.16 | 57.09 | 55.86 | 76.36 | 57.11 | 57.55 | 58.08 |
| 74 | 372 | 8 | 0.01 | 32 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 73.30 | 58.82 | 57.30 | 58.94 | 67.00 | 57.30 | 58.05 | 48.20 | 58.61 | 67.57 | 57.01 | 75.97 | 75.33 | 57.28 | 58.32 | 58.76 | 45.35 | 57.66 | 69.42 | 68.30 | 48.40 | 56.07 | 47.84 | 57.26 | 69.35 | 56.81 |
| 64 | 372 | 8 | 0.01 | 32 | 0.00001 | 36 | 0.000000e+00 | 0.000000e+00 | 73.86 | 58.70 | 68.21 | 58.32 | 58.71 | 57.45 | 68.96 | 49.72 | 57.48 | 68.07 | 76.60 | 75.45 | 75.12 | 48.50 | 58.03 | 75.79 | 58.51 | 56.90 | 76.65 | 56.47 | 46.38 | 57.71 | 56.25 | 57.20 | 57.57 | 46.87 |
| 66 | 372 | 8 | 0.01 | 32 | 0.00001 | 36 | 0.000000e+00 | 1.000000e-08 | 73.50 | 66.20 | 59.10 | 45.69 | 67.02 | 68.78 | 74.78 | 47.27 | 58.75 | 57.63 | 76.65 | 68.97 | 74.87 | 47.65 | 58.74 | 74.60 | 67.74 | 69.60 | 57.40 | 56.95 | 45.17 | 57.71 | 76.90 | 57.58 | 56.79 | 56.25 |
| 32 | 372 | 8 | 0.01 | 32 | 0.00001 | 36 | 1.000000e-08 | 0.000000e+00 | 74.13 | 59.68 | 58.88 | 58.66 | 58.76 | 58.49 | 74.24 | 58.26 | 67.04 | 59.25 | 69.98 | 69.86 | 74.36 | 57.75 | 57.80 | 74.63 | 58.43 | 58.25 | 58.53 | 56.96 | 58.29 | 56.53 | 57.43 | 57.82 | 59.47 | 59.35 |
| 71 | 372 | 8 | 0.01 | 32 | 0.00001 | 36 | 1.000000e-08 | 1.000000e-08 | 73.18 | 68.08 | 68.67 | 58.45 | 59.54 | 67.79 | 74.91 | 49.72 | 57.70 | 66.86 | 75.76 | 51.69 | 74.22 | 74.78 | 58.38 | 57.50 | 58.25 | 50.62 | 69.59 | 56.28 | 58.06 | 43.99 | 46.59 | 58.00 | 58.20 | 57.11 |
| 29 | 372 | 8 | 0.01 | 32 | 0.00001 | 48 | 0.000000e+00 | 1.000000e-08 | 59.89 | 58.81 | 69.93 | 58.57 | 74.71 | 75.37 | 74.14 | 58.06 | 75.29 | 47.45 | 57.78 | 69.17 | 68.24 | 58.57 | 58.67 | 68.26 | 58.31 | 68.46 | 69.78 | 56.65 | 56.96 | 55.92 | 76.26 | 57.17 | 57.60 | 57.11 |
| 22 | 372 | 8 | 0.01 | 32 | 0.00001 | 48 | 1.000000e-08 | 1.000000e-08 | 59.56 | 68.29 | 68.37 | 58.78 | 57.32 | 75.73 | 59.11 | 58.29 | 66.94 | 57.88 | 75.41 | 74.97 | 74.40 | 75.83 | 58.55 | 70.12 | 57.58 | 58.68 | 57.26 | 77.02 | 56.88 | 58.71 | 44.67 | 58.10 | 58.52 | 57.77 |
| 73 | 372 | 8 | 0.01 | 32 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 74.59 | 57.82 | 69.36 | 58.90 | 58.16 | 68.82 | 74.19 | 57.17 | 67.89 | 57.48 | 57.26 | 57.26 | 57.69 | 43.19 | 58.57 | 57.70 | 67.94 | 46.47 | 75.46 | 56.93 | 56.82 | 56.99 | 75.90 | 57.64 | 46.91 | 57.44 |
| 59 | 372 | 8 | 0.01 | 32 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 74.48 | 57.98 | 59.10 | 68.37 | 58.12 | 75.85 | 74.69 | 57.03 | 57.17 | 57.91 | 69.71 | 68.69 | 75.86 | 46.64 | 58.53 | 74.79 | 59.43 | 57.36 | 57.50 | 56.30 | 55.63 | 45.87 | 75.32 | 57.06 | 56.18 | 57.29 |
| 55 | 372 | 8 | 0.01 | 32 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 74.81 | 58.01 | 57.44 | 58.05 | 57.57 | 75.60 | 68.99 | 48.42 | 75.15 | 57.47 | 76.45 | 57.03 | 76.27 | 45.36 | 57.46 | 68.64 | 46.27 | 74.91 | 57.04 | 75.79 | 58.03 | 56.90 | 76.06 | 56.62 | 56.64 | 56.26 |
| 52 | 372 | 8 | 0.01 | 32 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 58.68 | 59.53 | 59.44 | 58.42 | 58.40 | 58.18 | 67.55 | 58.42 | 69.09 | 57.20 | 75.80 | 57.35 | 68.69 | 75.02 | 58.44 | 75.18 | 58.01 | 58.95 | 57.97 | 57.04 | 57.17 | 58.37 | 57.75 | 58.67 | 57.81 | 57.00 |
| 35 | 372 | 8 | 0.01 | 32 | 0.00100 | 36 | 0.000000e+00 | 1.000000e-08 | 66.89 | 58.59 | 58.04 | 58.69 | 58.82 | 69.79 | 67.19 | 58.10 | 66.91 | 57.70 | 70.00 | 57.92 | 58.61 | 58.38 | 58.15 | 75.00 | 74.89 | 74.84 | 76.31 | 70.06 | 58.19 | 57.58 | 75.79 | 57.27 | 57.75 | 43.39 |
| 57 | 372 | 8 | 0.01 | 32 | 0.00100 | 36 | 1.000000e-08 | 1.000000e-08 | 74.49 | 58.55 | 68.90 | 58.60 | 57.90 | 58.03 | 73.71 | 58.47 | 67.01 | 58.67 | 58.28 | 74.98 | 74.58 | 57.94 | 58.52 | 57.77 | 58.68 | 68.65 | 56.57 | 70.03 | 57.60 | 56.24 | 45.39 | 57.77 | 57.74 | 57.69 |
| 14 | 372 | 8 | 0.01 | 48 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 69.03 | 58.55 | 57.79 | 68.66 | 67.79 | 76.41 | 74.89 | 58.20 | 58.01 | 57.47 | 76.45 | 71.05 | 76.40 | 57.83 | 57.87 | 57.91 | 55.97 | 74.38 | 90.43 | 56.45 | 57.31 | 45.00 | 76.24 | 55.96 | 56.47 | 56.40 |
| 51 | 372 | 8 | 0.01 | 48 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 73.80 | 69.47 | 69.36 | 58.24 | 58.43 | 69.19 | 74.63 | 57.83 | 58.15 | 57.40 | 69.03 | 56.82 | 75.17 | 69.85 | 59.33 | 74.74 | 47.62 | 74.35 | 75.94 | 70.70 | 48.41 | 56.81 | 76.71 | 45.75 | 44.92 | 57.18 |
| 31 | 372 | 8 | 0.01 | 48 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 60.03 | 58.79 | 58.97 | 59.87 | 58.21 | 76.05 | 68.00 | 58.06 | 69.22 | 56.29 | 76.07 | 58.09 | 68.40 | 74.63 | 57.73 | 57.79 | 57.63 | 75.79 | 76.74 | 57.82 | 57.22 | 46.95 | 76.05 | 56.98 | 56.86 | 56.90 |
| 46 | 372 | 8 | 0.01 | 48 | 0.00001 | 36 | 0.000000e+00 | 0.000000e+00 | 59.50 | 58.45 | 68.72 | 58.70 | 59.00 | 58.03 | 68.76 | 57.81 | 57.66 | 74.37 | 69.83 | 57.36 | 68.17 | 69.74 | 58.65 | 51.47 | 57.78 | 74.57 | 75.81 | 76.34 | 57.01 | 55.53 | 46.22 | 56.24 | 69.60 | 56.79 |
| 8 | 372 | 8 | 0.01 | 48 | 0.00001 | 36 | 1.000000e-08 | 1.000000e-08 | 73.60 | 67.11 | 69.26 | 58.34 | 58.89 | 58.93 | 74.23 | 58.50 | 57.89 | 58.34 | 58.49 | 58.52 | 74.28 | 58.81 | 58.94 | 74.52 | 89.57 | 69.50 | 57.95 | 77.07 | 46.36 | 56.52 | 76.21 | 57.52 | 75.28 | 47.34 |
| 63 | 372 | 8 | 0.01 | 48 | 0.00001 | 48 | 0.000000e+00 | 1.000000e-08 | 73.42 | 58.36 | 68.74 | 58.03 | 46.80 | 76.21 | 73.39 | 67.65 | 75.21 | 58.03 | 57.26 | 69.84 | 75.00 | 58.03 | 58.05 | 52.36 | 57.98 | 74.70 | 69.55 | 57.11 | 58.13 | 56.51 | 71.05 | 43.91 | 46.54 | 75.97 |
| 12 | 372 | 8 | 0.01 | 48 | 0.00001 | 48 | 1.000000e-08 | 0.000000e+00 | 69.40 | 58.28 | 69.40 | 58.76 | 69.32 | 68.92 | 68.43 | 57.97 | 68.26 | 90.06 | 75.90 | 57.43 | 68.46 | 57.81 | 57.98 | 74.68 | 67.99 | 45.92 | 57.50 | 76.22 | 56.12 | 56.82 | 75.70 | 56.76 | 57.35 | 58.22 |
| 48 | 372 | 8 | 0.01 | 48 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 73.59 | 70.66 | 57.72 | 59.12 | 59.88 | 58.34 | 67.67 | 57.85 | 58.60 | 69.25 | 58.16 | 58.18 | 75.34 | 58.04 | 59.51 | 67.70 | 74.64 | 47.12 | 76.05 | 56.17 | 57.08 | 57.61 | 57.39 | 58.10 | 75.81 | 57.82 |
| 26 | 372 | 8 | 0.01 | 48 | 0.00100 | 36 | 0.000000e+00 | 0.000000e+00 | 74.27 | 67.02 | 68.19 | 68.87 | 58.69 | 69.10 | 67.67 | 56.92 | 57.91 | 58.60 | 57.62 | 68.46 | 69.06 | 45.48 | 58.10 | 75.61 | 69.50 | 57.57 | 57.53 | 54.64 | 90.66 | 56.34 | 55.70 | 55.93 | 56.27 | 77.10 |
| 11 | 372 | 8 | 0.01 | 48 | 0.00100 | 36 | 0.000000e+00 | 1.000000e-08 | 59.72 | 58.68 | 69.13 | 69.02 | 59.34 | 58.20 | 59.48 | 59.53 | 57.81 | 68.62 | 57.88 | 58.25 | 74.32 | 69.17 | 58.62 | 68.43 | 90.09 | 69.84 | 57.87 | 74.73 | 58.68 | 56.47 | 75.61 | 57.44 | 58.19 | 57.39 |
| 34 | 372 | 8 | 0.01 | 48 | 0.00100 | 36 | 1.000000e-08 | 0.000000e+00 | 73.94 | 58.51 | 58.98 | 59.58 | 68.38 | 57.63 | 67.34 | 59.60 | 58.59 | 68.46 | 68.73 | 70.38 | 68.92 | 74.68 | 58.43 | 75.24 | 57.98 | 74.22 | 58.05 | 77.51 | 57.16 | 56.81 | 69.10 | 44.67 | 58.01 | 56.11 |
| 62 | 372 | 8 | 0.01 | 48 | 0.00100 | 48 | 0.000000e+00 | 0.000000e+00 | 58.71 | 59.32 | 58.70 | 58.54 | 58.85 | 58.28 | 67.88 | 57.83 | 68.28 | 57.68 | 69.32 | 68.12 | 74.75 | 70.22 | 58.54 | 70.18 | 58.00 | 57.96 | 57.41 | 56.63 | 57.23 | 45.24 | 76.11 | 56.42 | 56.96 | 57.32 |
| 39 | 372 | 8 | 0.01 | 48 | 0.00100 | 48 | 0.000000e+00 | 1.000000e-08 | 74.30 | 68.25 | 57.97 | 58.56 | 57.93 | 67.78 | 59.01 | 57.65 | 67.76 | 57.22 | 57.99 | 76.28 | 70.30 | 47.41 | 59.61 | 75.47 | 70.08 | 74.43 | 75.54 | 57.06 | 46.55 | 56.71 | 75.99 | 57.81 | 57.58 | 57.89 |
| 40 | 372 | 8 | 0.01 | 48 | 0.00100 | 48 | 1.000000e-08 | 0.000000e+00 | 73.46 | 58.34 | 67.04 | 59.01 | 58.88 | 55.92 | 73.59 | 58.67 | 58.34 | 58.83 | 58.61 | 58.49 | 68.78 | 58.82 | 58.60 | 75.82 | 58.04 | 74.99 | 69.48 | 69.12 | 57.71 | 57.29 | 75.21 | 57.37 | 57.78 | 54.66 |
| 5 | 372 | 8 | 0.01 | 48 | 0.00100 | 48 | 1.000000e-08 | 1.000000e-08 | 67.34 | 58.01 | 58.40 | 58.02 | 58.04 | 75.67 | 67.59 | 57.66 | 58.60 | 68.51 | 69.02 | 70.67 | 89.91 | 69.82 | 46.53 | 69.94 | 68.25 | 67.63 | 57.26 | 76.62 | 56.76 | 57.03 | 76.98 | 70.23 | 57.93 | 55.77 |
| 44 | 372 | 8 | 0.01 | 64 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 68.16 | 58.69 | 58.31 | 68.59 | 58.05 | 56.20 | 70.11 | 58.63 | 57.83 | 57.61 | 76.39 | 75.64 | 75.44 | 49.46 | 57.64 | 73.88 | 69.03 | 68.78 | 57.76 | 75.61 | 57.43 | 56.64 | 74.45 | 56.96 | 57.29 | 45.78 |
| 38 | 372 | 8 | 0.01 | 64 | 0.00001 | 36 | 0.000000e+00 | 0.000000e+00 | 60.21 | 58.70 | 68.40 | 58.24 | 58.94 | 69.35 | 73.49 | 68.73 | 58.76 | 58.17 | 69.69 | 58.06 | 58.43 | 68.27 | 59.18 | 69.42 | 58.81 | 58.87 | 58.09 | 76.17 | 58.47 | 57.59 | 76.03 | 55.98 | 57.41 | 57.27 |
| 41 | 372 | 8 | 0.01 | 64 | 0.00001 | 36 | 0.000000e+00 | 1.000000e-08 | 58.16 | 59.00 | 59.10 | 58.91 | 58.24 | 76.19 | 66.18 | 58.04 | 67.70 | 58.06 | 69.45 | 59.02 | 68.90 | 70.13 | 58.21 | 57.93 | 57.43 | 74.87 | 75.82 | 69.94 | 57.07 | 43.73 | 75.57 | 57.44 | 59.44 | 57.42 |
| 6 | 372 | 8 | 0.01 | 64 | 0.00001 | 48 | 0.000000e+00 | 1.000000e-08 | 74.01 | 59.14 | 57.66 | 58.76 | 59.50 | 57.46 | 67.67 | 67.04 | 74.92 | 56.54 | 69.42 | 58.28 | 74.13 | 73.38 | 59.06 | 74.93 | 57.85 | 75.03 | 75.13 | 70.43 | 58.46 | 56.86 | 57.53 | 59.09 | 57.50 | 57.92 |
| 61 | 372 | 8 | 0.01 | 64 | 0.00001 | 48 | 1.000000e-08 | 1.000000e-08 | 68.22 | 58.52 | 57.98 | 59.01 | 66.92 | 58.32 | 68.32 | 69.30 | 68.47 | 67.78 | 57.75 | 75.51 | 74.97 | 58.54 | 58.03 | 75.81 | 58.94 | 75.04 | 76.41 | 56.79 | 57.35 | 57.22 | 46.39 | 57.40 | 46.43 | 46.28 |
| 27 | 372 | 8 | 0.01 | 64 | 0.00100 | 36 | 0.000000e+00 | 0.000000e+00 | 74.83 | 58.06 | 67.62 | 58.14 | 58.42 | 69.54 | 74.29 | 67.15 | 75.17 | 56.67 | 75.24 | 68.41 | 69.05 | 57.37 | 58.10 | 75.04 | 68.74 | 68.29 | 69.67 | 55.88 | 56.49 | 56.27 | 58.18 | 56.90 | 57.95 | 43.91 |
| 42 | 372 | 8 | 0.01 | 64 | 0.00100 | 48 | 1.000000e-08 | 1.000000e-08 | 58.55 | 58.80 | 59.01 | 58.94 | 58.44 | 76.47 | 74.35 | 67.96 | 57.43 | 68.35 | 57.50 | 57.59 | 75.40 | 57.32 | 58.41 | 68.85 | 59.00 | 59.68 | 68.93 | 70.13 | 57.02 | 56.64 | 56.15 | 56.82 | 57.21 | 57.27 |
| 24 | 372 | 8 | 0.10 | 32 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 73.93 | 58.61 | 58.01 | 75.27 | 58.08 | 74.90 | 73.23 | 56.68 | 58.09 | 75.03 | 73.79 | 56.80 | 74.43 | 55.28 | 56.71 | 56.03 | 76.41 | 81.54 | 55.20 | 54.52 | 56.99 | 55.99 | 56.75 | 56.83 | 56.74 | 55.50 |
| 9 | 372 | 8 | 0.10 | 32 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 73.82 | 59.65 | 74.20 | 58.13 | 58.85 | 55.84 | 72.81 | 58.03 | 57.55 | 74.90 | 74.84 | 75.56 | 74.39 | 56.37 | 58.31 | 75.55 | 56.94 | 75.17 | 56.80 | 57.92 | 59.31 | 60.22 | 58.36 | 56.88 | 58.19 | 58.22 |
| 21 | 372 | 8 | 0.10 | 32 | 0.00001 | 48 | 0.000000e+00 | 1.000000e-08 | 58.08 | 58.04 | 58.54 | 58.49 | 72.96 | 57.10 | 79.23 | 56.89 | 72.14 | 57.45 | 74.77 | 57.50 | 75.68 | 57.22 | 57.57 | 74.68 | 56.81 | 58.11 | 75.25 | 56.90 | 59.15 | 57.23 | 56.62 | 56.59 | 55.95 | 57.68 |
| 28 | 372 | 8 | 0.10 | 32 | 0.00001 | 48 | 1.000000e-08 | 0.000000e+00 | 73.50 | 56.89 | 74.51 | 57.67 | 57.82 | 76.25 | 74.03 | 75.48 | 57.05 | 75.89 | 55.88 | 56.81 | 84.14 | 57.49 | 57.36 | 59.81 | 56.66 | 58.89 | 55.51 | 54.90 | 57.70 | 57.23 | 57.33 | 56.64 | 57.88 | 56.51 |
| 58 | 372 | 8 | 0.10 | 32 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 58.76 | 73.21 | 59.30 | 74.80 | 58.47 | 50.46 | 58.50 | 58.22 | 58.34 | 74.18 | 74.49 | 49.17 | 75.13 | 56.86 | 74.89 | 57.78 | 58.51 | 57.65 | 76.61 | 56.56 | 58.22 | 59.83 | 59.46 | 57.81 | 57.63 | 58.80 |
| 72 | 372 | 8 | 0.10 | 32 | 0.00100 | 36 | 0.000000e+00 | 0.000000e+00 | 57.92 | 58.30 | 60.36 | 60.18 | 58.64 | 57.50 | 59.59 | 58.34 | 58.38 | 59.74 | 50.15 | 57.38 | 51.24 | 58.80 | 57.49 | 74.26 | 57.74 | 58.87 | 57.62 | 56.43 | 59.42 | 58.64 | 57.87 | 58.88 | 58.47 | 58.77 |
| 56 | 372 | 8 | 0.10 | 32 | 0.00100 | 36 | 0.000000e+00 | 1.000000e-08 | 72.33 | 58.48 | 57.88 | 59.72 | 59.01 | 57.69 | 73.64 | 58.06 | 57.02 | 59.58 | 76.50 | 56.81 | 75.58 | 56.77 | 57.34 | 56.91 | 57.41 | 56.78 | 55.35 | 56.20 | 58.36 | 57.74 | 56.90 | 56.94 | 57.26 | 57.82 |
| 69 | 372 | 8 | 0.10 | 32 | 0.00100 | 48 | 0.000000e+00 | 0.000000e+00 | 50.23 | 57.96 | 58.01 | 58.82 | 74.80 | 49.17 | 58.57 | 56.15 | 80.27 | 58.03 | 76.98 | 53.24 | 75.03 | 55.90 | 57.47 | 75.86 | 56.22 | 56.04 | 74.83 | 54.08 | 59.36 | 59.23 | 57.56 | 56.90 | 57.99 | 57.46 |
| 70 | 372 | 8 | 0.10 | 32 | 0.00100 | 48 | 0.000000e+00 | 1.000000e-08 | 72.76 | 57.97 | 58.96 | 59.30 | 49.17 | 75.51 | 73.85 | 56.85 | 56.08 | 74.33 | 57.59 | 56.81 | 75.78 | 57.24 | 57.42 | 56.48 | 55.66 | 57.83 | 75.62 | 54.25 | 56.93 | 57.30 | 59.26 | 57.17 | 58.44 | 57.67 |
| 68 | 372 | 8 | 0.10 | 32 | 0.00100 | 48 | 1.000000e-08 | 1.000000e-08 | 60.63 | 57.90 | 57.66 | 59.26 | 58.63 | 50.01 | 58.78 | 58.26 | 75.45 | 57.33 | 57.50 | 56.83 | 50.82 | 57.09 | 57.39 | 79.13 | 57.85 | 76.28 | 57.78 | 57.51 | 59.10 | 58.85 | 57.73 | 56.77 | 57.99 | 57.49 |
| 47 | 372 | 8 | 0.10 | 48 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 74.10 | 59.78 | 58.83 | 58.71 | 59.51 | 57.47 | 73.67 | 76.09 | 58.51 | 57.80 | 76.24 | 58.18 | 69.50 | 57.20 | 58.55 | 75.18 | 55.86 | 57.23 | 57.10 | 55.04 | 57.14 | 58.72 | 56.33 | 57.56 | 57.09 | 56.10 |
| 3 | 372 | 8 | 0.10 | 48 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 75.05 | 75.39 | 74.42 | 58.94 | 58.19 | 76.16 | 75.65 | 57.77 | 73.79 | 58.11 | 69.89 | 56.67 | 75.92 | 57.66 | 58.33 | 75.18 | 56.84 | 58.44 | 76.47 | 54.09 | 57.25 | 57.88 | 76.51 | 56.92 | 57.96 | 57.42 |
| 49 | 372 | 8 | 0.10 | 48 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 73.50 | 59.49 | 59.06 | 58.17 | 58.98 | 70.42 | 73.58 | 58.27 | 59.78 | 58.87 | 58.09 | 76.29 | 75.48 | 58.00 | 59.12 | 57.61 | 58.00 | 75.53 | 57.64 | 57.32 | 58.90 | 57.33 | 57.32 | 57.46 | 57.84 | 56.92 |
| 67 | 372 | 8 | 0.10 | 48 | 0.00001 | 36 | 0.000000e+00 | 0.000000e+00 | 50.58 | 73.28 | 49.84 | 59.14 | 57.86 | 56.70 | 73.87 | 58.74 | 58.95 | 58.55 | 74.97 | 70.04 | 74.34 | 87.89 | 57.98 | 74.91 | 57.83 | 57.61 | 50.00 | 56.70 | 49.17 | 57.36 | 57.03 | 56.38 | 57.78 | 57.32 |
| 37 | 372 | 8 | 0.10 | 48 | 0.00001 | 36 | 0.000000e+00 | 1.000000e-08 | 73.81 | 74.97 | 58.52 | 59.29 | 58.28 | 57.81 | 59.56 | 58.45 | 75.11 | 58.39 | 57.01 | 57.75 | 75.94 | 57.12 | 56.69 | 75.49 | 57.95 | 75.63 | 55.34 | 57.24 | 58.89 | 58.47 | 58.19 | 57.36 | 55.95 | 56.65 |
| 15 | 372 | 8 | 0.10 | 48 | 0.00001 | 36 | 1.000000e-08 | 0.000000e+00 | 74.54 | 58.39 | 73.74 | 58.46 | 57.49 | 57.26 | 74.19 | 57.60 | 89.19 | 59.10 | 57.50 | 55.68 | 75.56 | 57.86 | 57.87 | 90.60 | 57.11 | 57.32 | 55.77 | 56.04 | 56.81 | 58.81 | 57.77 | 56.51 | 57.19 | 57.04 |
| 4 | 372 | 8 | 0.10 | 48 | 0.00001 | 36 | 1.000000e-08 | 1.000000e-08 | 71.29 | 58.29 | 74.00 | 58.37 | 57.90 | 57.20 | 90.75 | 57.64 | 74.53 | 57.47 | 76.56 | 57.44 | 67.44 | 76.18 | 58.19 | 75.48 | 56.65 | 75.73 | 76.36 | 57.15 | 56.69 | 57.82 | 56.73 | 56.57 | 56.83 | 58.17 |
| 43 | 372 | 8 | 0.10 | 48 | 0.00001 | 48 | 0.000000e+00 | 1.000000e-08 | 73.96 | 57.69 | 57.91 | 57.78 | 49.88 | 73.56 | 74.52 | 58.27 | 58.40 | 58.42 | 57.75 | 56.63 | 75.62 | 57.53 | 75.03 | 57.46 | 56.83 | 74.41 | 76.83 | 55.05 | 57.28 | 57.20 | 56.67 | 57.56 | 56.51 | 57.18 |
| 45 | 372 | 8 | 0.10 | 48 | 0.00001 | 48 | 1.000000e-08 | 1.000000e-08 | 59.34 | 58.35 | 57.96 | 58.42 | 58.44 | 56.16 | 74.76 | 57.65 | 73.82 | 74.91 | 50.00 | 58.38 | 75.70 | 76.53 | 57.70 | 75.27 | 68.82 | 57.77 | 56.76 | 56.30 | 56.84 | 56.97 | 57.35 | 56.25 | 57.57 | 56.49 |
| 7 | 372 | 8 | 0.10 | 48 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 73.75 | 59.64 | 72.15 | 56.97 | 74.37 | 55.86 | 75.28 | 57.50 | 76.23 | 57.89 | 76.52 | 68.89 | 88.68 | 75.48 | 57.75 | 56.91 | 56.03 | 75.59 | 49.98 | 55.62 | 57.71 | 56.32 | 57.36 | 57.14 | 57.30 | 56.86 |
| 54 | 372 | 8 | 0.10 | 48 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 58.19 | 58.43 | 49.95 | 57.86 | 59.10 | 56.81 | 74.45 | 57.54 | 75.15 | 58.25 | 75.74 | 57.44 | 75.51 | 56.30 | 57.41 | 76.20 | 56.66 | 57.90 | 70.18 | 70.80 | 56.63 | 57.41 | 57.17 | 57.79 | 57.32 | 58.27 |
| 17 | 372 | 8 | 0.10 | 48 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 59.53 | 58.98 | 74.66 | 58.62 | 58.50 | 75.95 | 74.59 | 57.43 | 75.40 | 57.36 | 76.24 | 57.59 | 75.61 | 56.43 | 57.27 | 76.12 | 57.11 | 56.13 | 56.81 | 69.22 | 57.05 | 58.13 | 57.35 | 57.05 | 56.11 | 56.96 |
| 16 | 372 | 8 | 0.10 | 48 | 0.00100 | 36 | 0.000000e+00 | 1.000000e-08 | 59.14 | 58.65 | 74.48 | 58.62 | 59.02 | 56.38 | 75.40 | 56.81 | 57.65 | 75.18 | 76.97 | 56.64 | 89.00 | 56.17 | 55.85 | 76.10 | 55.99 | 76.08 | 57.33 | 77.45 | 57.51 | 45.60 | 56.76 | 57.19 | 56.26 | 55.78 |
| 65 | 372 | 8 | 0.10 | 48 | 0.00100 | 48 | 0.000000e+00 | 1.000000e-08 | 49.17 | 88.31 | 58.14 | 57.95 | 58.30 | 75.41 | 74.59 | 57.40 | 56.89 | 74.81 | 76.60 | 57.85 | 76.04 | 56.65 | 49.17 | 87.49 | 49.17 | 87.33 | 56.23 | 55.64 | 56.36 | 57.24 | 56.60 | 57.61 | 57.58 | 57.28 |
| 10 | 372 | 8 | 0.10 | 48 | 0.00100 | 48 | 1.000000e-08 | 0.000000e+00 | 73.86 | 57.81 | 74.82 | 58.64 | 58.35 | 55.70 | 74.34 | 58.17 | 56.95 | 57.10 | 76.01 | 70.03 | 76.14 | 74.98 | 57.62 | 76.75 | 56.70 | 56.19 | 76.76 | 56.17 | 56.72 | 56.67 | 56.67 | 57.26 | 57.46 | 57.06 |
| 33 | 372 | 8 | 0.10 | 48 | 0.00100 | 48 | 1.000000e-08 | 1.000000e-08 | 72.96 | 58.06 | 58.45 | 58.49 | 59.19 | 90.39 | 58.17 | 58.01 | 58.98 | 57.90 | 75.28 | 57.37 | 57.98 | 57.52 | 58.36 | 57.39 | 57.94 | 76.43 | 77.71 | 56.41 | 58.30 | 57.07 | 57.25 | 57.15 | 57.72 | 57.05 |
| 13 | 372 | 8 | 0.10 | 64 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 74.90 | 59.22 | 57.98 | 58.88 | 74.00 | 56.79 | 73.88 | 57.71 | 75.54 | 56.96 | 75.09 | 77.37 | 76.11 | 57.77 | 58.74 | 76.70 | 56.90 | 57.00 | 57.26 | 56.02 | 56.98 | 57.73 | 57.74 | 56.45 | 57.30 | 56.95 |
| 2 | 372 | 8 | 0.10 | 64 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 74.93 | 57.87 | 75.47 | 58.96 | 57.75 | 55.73 | 89.82 | 57.32 | 75.46 | 74.54 | 76.19 | 69.57 | 75.60 | 56.88 | 58.34 | 76.34 | 56.81 | 76.39 | 76.71 | 70.59 | 58.03 | 57.99 | 56.60 | 56.71 | 57.30 | 55.77 |
| 25 | 372 | 8 | 0.10 | 64 | 0.00001 | 36 | 0.000000e+00 | 0.000000e+00 | 74.13 | 74.08 | 74.13 | 58.54 | 73.58 | 74.17 | 74.74 | 75.67 | 56.63 | 76.73 | 49.88 | 55.55 | 75.28 | 57.27 | 56.60 | 67.51 | 57.05 | 57.46 | 56.55 | 56.91 | 56.96 | 55.97 | 57.27 | 57.16 | 56.52 | 56.26 |
| 1 | 372 | 8 | 0.10 | 64 | 0.00001 | 36 | 0.000000e+00 | 1.000000e-08 | 75.17 | 58.99 | 74.62 | 75.76 | 58.51 | 76.71 | 59.35 | 57.69 | 74.46 | 58.58 | 57.81 | 89.19 | 46.80 | 58.95 | 58.16 | 87.01 | 56.70 | 75.57 | 73.76 | 76.71 | 58.24 | 58.11 | 57.20 | 57.33 | 57.86 | 57.10 |
| 50 | 372 | 8 | 0.10 | 64 | 0.00001 | 36 | 1.000000e-08 | 0.000000e+00 | 73.97 | 59.25 | 49.95 | 75.50 | 58.40 | 55.23 | 74.91 | 58.10 | 58.96 | 75.98 | 77.08 | 56.09 | 75.82 | 56.91 | 56.93 | 57.99 | 58.35 | 75.55 | 77.01 | 56.42 | 57.00 | 57.99 | 56.91 | 46.38 | 57.25 | 57.17 |
| 36 | 372 | 8 | 0.10 | 64 | 0.00001 | 48 | 0.000000e+00 | 0.000000e+00 | 74.35 | 59.25 | 73.44 | 58.33 | 59.47 | 58.34 | 73.86 | 58.67 | 57.26 | 58.04 | 76.72 | 56.76 | 75.48 | 57.07 | 57.09 | 75.57 | 57.72 | 75.56 | 70.04 | 56.74 | 46.13 | 58.42 | 58.07 | 56.87 | 57.66 | 57.56 |
| 19 | 372 | 8 | 0.10 | 64 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 75.31 | 57.67 | 74.79 | 58.56 | 74.77 | 76.10 | 75.30 | 57.21 | 76.05 | 57.62 | 75.85 | 57.43 | 76.63 | 56.57 | 57.29 | 74.91 | 56.34 | 57.93 | 57.27 | 53.54 | 57.85 | 57.53 | 57.00 | 58.15 | 56.41 | 57.62 |
| 20 | 372 | 8 | 0.10 | 64 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 74.65 | 74.42 | 58.94 | 49.17 | 74.31 | 57.94 | 74.65 | 57.69 | 74.56 | 74.92 | 69.03 | 55.64 | 75.77 | 57.21 | 58.08 | 83.64 | 57.51 | 57.49 | 76.45 | 56.79 | 57.03 | 57.30 | 57.78 | 56.72 | 56.95 | 57.24 |
| 23 | 372 | 8 | 0.10 | 64 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 72.83 | 74.92 | 59.47 | 59.59 | 67.13 | 57.50 | 73.73 | 57.39 | 75.82 | 58.49 | 76.41 | 57.35 | 75.32 | 89.37 | 57.93 | 58.48 | 57.83 | 57.11 | 57.04 | 57.46 | 45.06 | 44.17 | 76.39 | 56.51 | 57.38 | 56.76 |
| 30 | 372 | 8 | 0.10 | 64 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 73.78 | 58.17 | 72.82 | 59.41 | 74.25 | 75.60 | 49.50 | 57.14 | 58.54 | 75.14 | 57.62 | 57.12 | 75.31 | 57.52 | 58.40 | 56.59 | 57.21 | 75.83 | 76.22 | 57.03 | 57.49 | 57.93 | 58.18 | 58.27 | 58.18 | 57.39 |
| 0 | 372 | 8 | 0.10 | 64 | 0.00100 | 48 | 0.000000e+00 | 0.000000e+00 | 74.35 | 58.77 | 57.58 | 60.28 | 58.97 | 56.64 | 75.16 | 57.55 | 68.86 | 89.16 | 76.47 | 57.54 | 87.25 | 75.88 | 58.02 | 76.86 | 56.19 | 74.02 | 69.65 | 76.49 | 58.16 | 59.31 | 57.32 | 55.77 | 57.84 | 57.33 |
| 18 | 372 | 8 | 0.10 | 64 | 0.00100 | 48 | 0.000000e+00 | 1.000000e-08 | 74.27 | 58.33 | 59.40 | 58.39 | 58.71 | 57.59 | 75.88 | 58.40 | 74.79 | 59.12 | 58.08 | 76.88 | 75.66 | 56.65 | 58.85 | 76.56 | 57.43 | 76.11 | 56.90 | 56.85 | 57.45 | 57.57 | 57.19 | 56.68 | 56.13 | 57.59 |
Size of the test data: (75, 34)
Average & Std Deviation of the Significant rows:
| mean | std | |
|---|---|---|
| mAP_valid_abs_values_13 | 72.070800 | 5.333201 |
| mAP_valid_abs_values_7 | 70.992133 | 4.199645 |
| mAP_valid_abs_values_16 | 70.673200 | 5.498126 |
| mAP_valid_abs_values | 69.673333 | 5.121374 |
| mAP_valid_abs_values_11 | 69.149333 | 5.296364 |
| mAP_valid_abs_values_19 | 68.405733 | 5.716289 |
| mAP_valid_abs_values_9 | 68.267200 | 4.150243 |
| mAP_valid_abs_values_18 | 68.196133 | 5.884749 |
| mAP_valid_abs_values_10 | 67.414667 | 4.720270 |
| mAP_valid_abs_values_6 | 67.168933 | 5.967169 |
| mAP_valid_abs_values_3 | 66.824933 | 3.896568 |
| mAP_valid_abs_values_2 | 66.594400 | 3.269994 |
| mAP_valid_abs_values_20 | 66.373467 | 4.604431 |
| mAP_valid_abs_values_23 | 66.301467 | 5.567017 |
| mAP_valid_abs_values_12 | 66.133600 | 5.629123 |
| mAP_valid_abs_values_5 | 65.637600 | 4.244672 |
| mAP_valid_abs_values_4 | 65.270400 | 3.718681 |
| mAP_valid_abs_values_14 | 65.163467 | 6.287343 |
| mAP_valid_abs_values_17 | 64.950133 | 5.564146 |
| mAP_valid_abs_values_8 | 64.883467 | 3.324420 |
| mAP_valid_abs_values_25 | 64.493200 | 3.050252 |
| mAP_valid_abs_values_24 | 64.297600 | 2.931242 |
| mAP_valid_abs_values_26 | 64.194800 | 3.419026 |
| mAP_valid_abs_values_15 | 63.952800 | 3.215917 |
| mAP_valid_abs_values_21 | 63.672133 | 4.843274 |
| mAP_valid_abs_values_22 | 63.666133 | 3.610707 |
We then apply the hyperparameters to the test set and average the results.
Code
####################################################
# Use the hyperparameters to the test data.
####################################################
optimal_params = dt_valid.loc[dt_valid_sub_mw1.index][['input_size', 'output_size', 'learning_rate', 'batch_size', 'alpha', 'margin', 'l1_reg', 'l2_reg']].reset_index()
optimal_params.drop(['index'], axis=1, inplace = True)
#rotation invariance test data with optimal parameters
test_data_1 = pd.merge(optimal_params, dt_test, how='left')
test_data_1_sub = test_data_1[list(test_data_1.columns[test_data_1.columns.str.startswith('mAP_test')])]
test_data_1['average_map'] = test_data_1_sub.apply(np.mean, axis=1)
test_data_1.sort_values(by=['average_map'], ascending= False,inplace=True)| mean | std | |
|---|---|---|
| mAP_test_abs_values_13 | 72.941200 | 7.547855 |
| mAP_test_abs_values_7 | 70.908667 | 6.931858 |
| mAP_test_abs_values_16 | 70.086667 | 9.040762 |
| mAP_test_abs_values | 68.778133 | 7.461642 |
| mAP_test_abs_values_11 | 67.704667 | 8.892554 |
| mAP_test_abs_values_18 | 65.714000 | 9.802942 |
| mAP_test_abs_values_19 | 65.617333 | 9.569849 |
| mAP_test_abs_values_9 | 65.317867 | 8.162334 |
| mAP_test_abs_values_6 | 64.462667 | 9.196562 |
| mAP_test_abs_values_3 | 63.447067 | 7.130720 |
| mAP_test_abs_values_10 | 63.222400 | 8.388946 |
| average_map | 62.665718 | 1.349007 |
| mAP_test_abs_values_12 | 62.621333 | 8.299597 |
| mAP_test_abs_values_23 | 62.117600 | 9.846179 |
| mAP_test_abs_values_20 | 62.064533 | 8.468833 |
| mAP_test_abs_values_2 | 61.670400 | 6.325572 |
| mAP_test_abs_values_5 | 61.008533 | 6.086203 |
| mAP_test_abs_values_14 | 60.708533 | 9.551929 |
| mAP_test_abs_values_17 | 60.081733 | 7.778304 |
| mAP_test_abs_values_4 | 59.924133 | 4.900213 |
| mAP_test_abs_values_8 | 58.796267 | 5.151752 |
| mAP_test_abs_values_15 | 58.256400 | 3.318651 |
| mAP_test_abs_values_25 | 57.636267 | 4.482036 |
| mAP_test_abs_values_26 | 56.771467 | 4.646055 |
| mAP_test_abs_values_21 | 56.700400 | 5.370874 |
| mAP_test_abs_values_24 | 56.694800 | 3.211355 |
| mAP_test_abs_values_22 | 56.055600 | 3.949242 |
Summary:
Code
def extract_number(text):
if isinstance(text, str):
matches = re.findall(r'\d+', text)
return int(matches[0]) if matches else 1
return 1
res_valid_mwu_8['id'] = res_valid_mwu_8.index.to_series().apply(extract_number)
res_test_mwu_8['id'] = res_test_mwu_8.index.to_series().apply(extract_number)
res_comb = pd.concat([res_valid_mwu_8,res_test_mwu_8])
index_series = res_comb.index.to_series()
res_comb['type'] = np.where(
index_series.str.contains('valid', case=False), 'valid',
np.where(index_series.str.contains('test', case=False), 'test', 'unknown')
)
res_comb = res_comb.query("type !='unknown'")
res_comb = res_comb.reset_index(drop=True)
res_test_mwu_8 = res_test_mwu_8.sort_values(by=['id']).reset_index().query("index !='average_map'")
res_valid_mwu_8 = res_valid_mwu_8.reset_index(drop=True)
res_valid_mwu_8.columns = ['valid_score', 'std', 'id']
res_valid_mwu_8 = res_valid_mwu_8[['valid_score', 'id']]
res_test_mwu_8.columns = ['label2', 'test_score', 'std', 'id']
res_test_mwu_8 = res_test_mwu_8[['test_score', 'id']]
result_merged_mwu_8 = pd.merge(res_valid_mwu_8,res_test_mwu_8,on='id')
result_merged_mwu_8.sort_values(by=['valid_score'], ascending=False,inplace=True)
result_merged_mwu_8 = result_merged_mwu_8[['id','valid_score','test_score']]
html_table = result_merged_mwu_8.to_html(index=True)
# Wrap in a scrollable div
scrollable_table = f"""
<div style="height: 500px; width: 100%; overflow-x: auto; overflow-y: auto;">
{html_table}
</div>
"""
# Display the scrollable table
display(HTML(scrollable_table))| id | valid_score | test_score | |
|---|---|---|---|
| 0 | 13 | 72.070800 | 72.941200 |
| 1 | 7 | 70.992133 | 70.908667 |
| 2 | 16 | 70.673200 | 70.086667 |
| 3 | 1 | 69.673333 | 68.778133 |
| 4 | 11 | 69.149333 | 67.704667 |
| 5 | 19 | 68.405733 | 65.617333 |
| 6 | 9 | 68.267200 | 65.317867 |
| 7 | 18 | 68.196133 | 65.714000 |
| 8 | 10 | 67.414667 | 63.222400 |
| 9 | 6 | 67.168933 | 64.462667 |
| 10 | 3 | 66.824933 | 63.447067 |
| 11 | 2 | 66.594400 | 61.670400 |
| 12 | 20 | 66.373467 | 62.064533 |
| 13 | 23 | 66.301467 | 62.117600 |
| 14 | 12 | 66.133600 | 62.621333 |
| 15 | 5 | 65.637600 | 61.008533 |
| 16 | 4 | 65.270400 | 59.924133 |
| 17 | 14 | 65.163467 | 60.708533 |
| 18 | 17 | 64.950133 | 60.081733 |
| 19 | 8 | 64.883467 | 58.796267 |
| 20 | 25 | 64.493200 | 57.636267 |
| 21 | 24 | 64.297600 | 56.694800 |
| 22 | 26 | 64.194800 | 56.771467 |
| 23 | 15 | 63.952800 | 58.256400 |
| 24 | 21 | 63.672133 | 56.700400 |
| 25 | 22 | 63.666133 | 56.055600 |
Code
#%%
layer_vsn = 'v3_layers_40_56'
dt_valid = pd.read_csv(f"descriptors_tain_valid_test/v3_layers/merged_validation_runs_wide_format_abs_13062024_{layer_vsn}.csv")
dt_test = pd.read_csv(f"descriptors_tain_valid_test/v3_layers/merged_test_runs_wide_format_abs_13062024_{layer_vsn}.csv")
output_size = 40
query = (
"output_size == @output_size "
)
dt_valid = dt_valid.query(query)
dt_test = dt_test.query(query)| input_size | output_size | learning_rate | batch_size | alpha | margin | l1_reg | l2_reg | mAP_valid_abs_values | mAP_valid_abs_values_2 | mAP_valid_abs_values_3 | mAP_valid_abs_values_4 | mAP_valid_abs_values_5 | mAP_valid_abs_values_6 | mAP_valid_abs_values_7 | mAP_valid_abs_values_8 | mAP_valid_abs_values_9 | mAP_valid_abs_values_10 | mAP_valid_abs_values_11 | mAP_valid_abs_values_12 | mAP_valid_abs_values_13 | mAP_valid_abs_values_14 | mAP_valid_abs_values_15 | mAP_valid_abs_values_16 | mAP_valid_abs_values_17 | mAP_valid_abs_values_18 | mAP_valid_abs_values_19 | mAP_valid_abs_values_20 | mAP_valid_abs_values_21 | mAP_valid_abs_values_22 | mAP_valid_abs_values_23 | mAP_valid_abs_values_24 | mAP_valid_abs_values_25 | mAP_valid_abs_values_26 | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 372 | 40 | 0.10 | 32 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 85.42 | 85.95 | 87.67 | 86.83 | 89.01 | 87.54 | 86.67 | 89.17 | 87.92 | 88.16 | 88.63 | 90.00 | 87.32 | 87.90 | 87.41 | 88.81 | 87.82 | 87.07 | 89.07 | 87.81 | 86.41 | 87.81 | 88.26 | 88.20 | 88.21 | 87.85 |
| 1 | 372 | 40 | 0.10 | 32 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 86.92 | 89.59 | 87.98 | 88.47 | 88.58 | 88.46 | 89.59 | 89.21 | 88.42 | 87.81 | 89.87 | 88.25 | 87.16 | 87.52 | 87.46 | 87.63 | 87.13 | 87.93 | 89.31 | 87.79 | 88.85 | 87.02 | 88.60 | 87.06 | 88.75 | 87.28 |
| 2 | 372 | 40 | 0.10 | 32 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 86.55 | 86.49 | 87.94 | 87.47 | 86.07 | 88.37 | 87.55 | 90.06 | 87.67 | 89.53 | 88.46 | 88.14 | 87.52 | 86.59 | 89.03 | 88.42 | 88.61 | 87.82 | 87.52 | 89.10 | 88.40 | 88.38 | 87.04 | 90.19 | 89.08 | 88.30 |
| 3 | 372 | 40 | 0.10 | 32 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 85.88 | 87.81 | 88.42 | 87.30 | 87.79 | 88.61 | 87.93 | 87.31 | 88.73 | 88.10 | 90.09 | 89.12 | 89.84 | 87.99 | 87.83 | 89.07 | 89.41 | 89.36 | 90.18 | 89.49 | 87.36 | 88.88 | 88.16 | 87.13 | 88.04 | 87.52 |
| 8 | 372 | 40 | 0.10 | 48 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 85.49 | 85.38 | 85.82 | 86.10 | 87.04 | 87.88 | 89.20 | 88.55 | 87.53 | 87.26 | 87.91 | 88.00 | 88.21 | 88.23 | 87.73 | 88.62 | 86.24 | 87.18 | 87.77 | 88.29 | 87.93 | 87.69 | 85.27 | 88.92 | 86.31 | 88.42 |
| 9 | 372 | 40 | 0.10 | 48 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 87.06 | 87.17 | 88.10 | 88.01 | 87.20 | 88.50 | 88.90 | 88.91 | 90.18 | 86.12 | 88.25 | 88.73 | 88.24 | 89.27 | 89.17 | 86.92 | 88.10 | 86.83 | 89.70 | 88.01 | 89.14 | 87.96 | 90.99 | 90.03 | 87.85 | 88.38 |
| 10 | 372 | 40 | 0.10 | 48 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 86.40 | 87.08 | 86.38 | 87.16 | 87.55 | 88.28 | 87.78 | 88.13 | 90.87 | 89.94 | 88.58 | 88.18 | 87.23 | 86.35 | 87.72 | 88.19 | 87.84 | 89.39 | 89.40 | 89.16 | 89.49 | 86.20 | 87.75 | 88.78 | 88.75 | 87.50 |
| 11 | 372 | 40 | 0.10 | 48 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 86.45 | 86.88 | 88.32 | 87.74 | 87.26 | 88.37 | 88.03 | 86.70 | 88.97 | 88.51 | 89.24 | 89.49 | 88.47 | 42.66 | 88.11 | 87.50 | 87.63 | 90.22 | 89.42 | 89.14 | 88.30 | 88.38 | 88.82 | 88.60 | 89.33 | 88.15 |
| 16 | 372 | 40 | 0.10 | 64 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 85.46 | 87.05 | 87.74 | 87.29 | 85.77 | 87.11 | 89.45 | 90.40 | 87.22 | 88.62 | 83.38 | 87.50 | 86.44 | 88.10 | 88.13 | 87.85 | 87.43 | 87.78 | 88.12 | 86.15 | 86.79 | 87.81 | 85.25 | 87.10 | 86.47 | 88.38 |
| 17 | 372 | 40 | 0.10 | 64 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 86.46 | 88.40 | 86.75 | 89.19 | 87.20 | 88.42 | 88.92 | 87.42 | 86.99 | 88.18 | 88.90 | 90.16 | 86.95 | 89.32 | 88.80 | 89.59 | 87.00 | 87.70 | 87.25 | 89.03 | 87.44 | 88.12 | 88.59 | 87.76 | 89.18 | 88.08 |
| 18 | 372 | 40 | 0.10 | 64 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 86.71 | 86.27 | 87.52 | 88.21 | 88.80 | 89.86 | 87.68 | 89.58 | 88.59 | 87.65 | 88.62 | 88.00 | 89.37 | 88.13 | 87.73 | 87.39 | 89.83 | 88.11 | 89.38 | 89.68 | 90.60 | 88.22 | 90.35 | 87.30 | 87.95 | 88.89 |
| 19 | 372 | 40 | 0.10 | 64 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 88.40 | 88.49 | 89.20 | 88.11 | 89.01 | 87.04 | 88.35 | 89.04 | 88.56 | 88.42 | 88.98 | 88.35 | 88.07 | 89.13 | 87.98 | 88.32 | 89.24 | 87.07 | 89.70 | 87.93 | 88.20 | 90.03 | 87.57 | 87.12 | 88.18 | 88.49 |
| 24 | 372 | 40 | 0.10 | 32 | 0.00100 | 36 | 0.000000e+00 | 0.000000e+00 | 86.52 | 87.50 | 87.40 | 89.72 | 87.55 | 88.53 | 88.01 | 88.78 | 87.37 | 88.98 | 88.37 | 88.73 | 88.80 | 86.68 | 88.19 | 88.29 | 87.69 | 87.75 | 42.66 | 89.26 | 88.90 | 88.41 | 87.95 | 87.35 | 88.62 | 88.25 |
| 25 | 372 | 40 | 0.10 | 32 | 0.00100 | 36 | 0.000000e+00 | 1.000000e-08 | 87.85 | 88.85 | 86.62 | 88.60 | 86.61 | 88.28 | 87.25 | 88.26 | 88.89 | 88.81 | 89.20 | 89.80 | 88.49 | 87.49 | 89.02 | 88.23 | 88.84 | 88.30 | 89.02 | 88.30 | 87.32 | 88.87 | 88.19 | 88.51 | 88.15 | 88.79 |
| 26 | 372 | 40 | 0.10 | 32 | 0.00100 | 36 | 1.000000e-08 | 0.000000e+00 | 87.66 | 88.43 | 86.87 | 88.46 | 87.99 | 88.47 | 90.03 | 87.10 | 88.52 | 90.49 | 89.71 | 87.34 | 87.31 | 87.60 | 86.60 | 88.53 | 87.36 | 88.95 | 87.52 | 86.89 | 88.43 | 89.07 | 87.86 | 85.38 | 88.69 | 87.87 |
| 27 | 372 | 40 | 0.10 | 32 | 0.00100 | 36 | 1.000000e-08 | 1.000000e-08 | 88.78 | 87.95 | 88.78 | 88.42 | 88.94 | 87.92 | 87.85 | 87.31 | 89.49 | 88.18 | 89.36 | 87.90 | 87.69 | 89.60 | 89.54 | 89.32 | 86.28 | 86.85 | 88.52 | 92.71 | 90.53 | 88.78 | 89.07 | 88.08 | 88.43 | 87.29 |
| 32 | 372 | 40 | 0.10 | 48 | 0.00100 | 36 | 0.000000e+00 | 0.000000e+00 | 87.68 | 87.70 | 88.73 | 88.89 | 86.07 | 87.04 | 88.03 | 87.00 | 89.65 | 89.15 | 88.15 | 88.73 | 89.31 | 88.71 | 89.10 | 90.51 | 88.84 | 87.83 | 86.97 | 86.95 | 89.68 | 87.39 | 86.76 | 89.45 | 88.42 | 87.24 |
| 33 | 372 | 40 | 0.10 | 48 | 0.00100 | 36 | 0.000000e+00 | 1.000000e-08 | 87.54 | 86.47 | 88.26 | 87.65 | 87.98 | 88.66 | 88.28 | 87.62 | 86.63 | 88.26 | 88.52 | 88.40 | 86.79 | 88.91 | 88.86 | 90.25 | 88.59 | 89.12 | 88.05 | 88.56 | 87.99 | 88.29 | 88.91 | 88.49 | 88.57 | 88.60 |
| 34 | 372 | 40 | 0.10 | 48 | 0.00100 | 36 | 1.000000e-08 | 0.000000e+00 | 85.90 | 87.74 | 89.92 | 88.69 | 87.62 | 88.83 | 88.75 | 88.89 | 88.10 | 88.41 | 88.25 | 87.76 | 87.46 | 89.46 | 88.72 | 88.48 | 88.74 | 90.16 | 88.96 | 87.68 | 88.58 | 88.64 | 87.22 | 88.13 | 86.65 | 88.07 |
| 35 | 372 | 40 | 0.10 | 48 | 0.00100 | 36 | 1.000000e-08 | 1.000000e-08 | 85.91 | 86.73 | 87.78 | 86.71 | 88.38 | 87.88 | 87.67 | 88.84 | 88.95 | 88.83 | 87.76 | 90.85 | 88.77 | 88.08 | 87.47 | 88.66 | 88.38 | 89.15 | 88.88 | 88.31 | 89.60 | 88.45 | 90.29 | 90.36 | 88.76 | 89.37 |
| 40 | 372 | 40 | 0.10 | 64 | 0.00100 | 36 | 0.000000e+00 | 0.000000e+00 | 85.78 | 87.41 | 86.35 | 89.50 | 88.43 | 86.79 | 86.95 | 88.95 | 87.85 | 88.84 | 88.39 | 89.51 | 86.00 | 88.91 | 88.11 | 86.71 | 88.85 | 88.76 | 88.83 | 88.23 | 87.88 | 88.20 | 87.14 | 87.43 | 86.96 | 88.24 |
| 41 | 372 | 40 | 0.10 | 64 | 0.00100 | 36 | 0.000000e+00 | 1.000000e-08 | 87.50 | 88.26 | 88.42 | 87.53 | 87.13 | 88.25 | 89.48 | 89.81 | 89.11 | 88.26 | 89.24 | 88.48 | 88.11 | 89.86 | 87.99 | 88.62 | 87.63 | 88.44 | 88.71 | 89.82 | 87.74 | 87.59 | 89.03 | 87.25 | 88.83 | 88.06 |
| 42 | 372 | 40 | 0.10 | 64 | 0.00100 | 36 | 1.000000e-08 | 0.000000e+00 | 84.40 | 87.80 | 84.13 | 86.96 | 85.68 | 88.36 | 87.71 | 87.93 | 88.50 | 88.15 | 89.61 | 88.31 | 87.66 | 88.92 | 86.21 | 88.76 | 88.88 | 88.32 | 88.16 | 87.79 | 87.09 | 87.65 | 88.13 | 90.28 | 89.89 | 87.41 |
| 43 | 372 | 40 | 0.10 | 64 | 0.00100 | 36 | 1.000000e-08 | 1.000000e-08 | 84.48 | 86.87 | 88.10 | 88.97 | 85.91 | 88.93 | 89.71 | 89.34 | 89.82 | 87.55 | 88.16 | 86.77 | 82.61 | 88.05 | 87.51 | 90.22 | 87.44 | 88.94 | 87.52 | 88.14 | 88.47 | 88.25 | 88.54 | 87.50 | 88.42 | 88.49 |
| 48 | 372 | 40 | 0.10 | 32 | 0.00100 | 48 | 0.000000e+00 | 0.000000e+00 | 86.83 | 87.49 | 87.76 | 88.60 | 85.27 | 87.51 | 85.41 | 86.92 | 87.51 | 88.25 | 87.85 | 87.26 | 87.74 | 89.56 | 87.46 | 87.48 | 88.49 | 87.46 | 87.80 | 90.53 | 87.89 | 89.01 | 87.00 | 87.42 | 87.73 | 89.02 |
| 49 | 372 | 40 | 0.10 | 32 | 0.00100 | 48 | 0.000000e+00 | 1.000000e-08 | 87.11 | 88.96 | 86.29 | 89.04 | 87.61 | 87.61 | 87.62 | 88.84 | 90.12 | 88.33 | 90.00 | 88.21 | 87.78 | 89.47 | 88.72 | 89.10 | 88.90 | 88.20 | 88.95 | 87.64 | 86.68 | 87.01 | 86.82 | 87.74 | 88.25 | 88.50 |
| 50 | 372 | 40 | 0.10 | 32 | 0.00100 | 48 | 1.000000e-08 | 0.000000e+00 | 86.09 | 89.22 | 88.21 | 88.83 | 87.78 | 88.38 | 88.80 | 90.69 | 88.28 | 89.53 | 88.11 | 88.99 | 88.73 | 87.89 | 88.30 | 89.30 | 89.03 | 89.31 | 87.68 | 88.79 | 88.72 | 88.37 | 88.21 | 88.87 | 89.07 | 87.75 |
| 51 | 372 | 40 | 0.10 | 32 | 0.00100 | 48 | 1.000000e-08 | 1.000000e-08 | 87.77 | 88.63 | 87.45 | 87.62 | 88.34 | 89.55 | 88.38 | 87.73 | 87.48 | 89.47 | 88.32 | 88.25 | 86.91 | 88.46 | 89.10 | 89.80 | 89.07 | 88.99 | 88.35 | 89.70 | 88.03 | 89.55 | 87.99 | 89.44 | 88.50 | 87.60 |
| 56 | 372 | 40 | 0.10 | 48 | 0.00100 | 48 | 0.000000e+00 | 0.000000e+00 | 86.94 | 84.10 | 88.15 | 88.76 | 86.91 | 88.38 | 87.02 | 88.23 | 88.96 | 88.27 | 89.23 | 89.99 | 87.89 | 89.09 | 89.92 | 90.19 | 88.10 | 89.29 | 87.99 | 89.74 | 87.25 | 88.58 | 86.35 | 88.88 | 88.65 | 87.99 |
| 57 | 372 | 40 | 0.10 | 48 | 0.00100 | 48 | 0.000000e+00 | 1.000000e-08 | 86.08 | 86.90 | 86.41 | 89.48 | 88.79 | 89.33 | 87.73 | 88.04 | 89.27 | 88.64 | 89.68 | 88.47 | 88.00 | 87.90 | 87.93 | 87.53 | 88.78 | 86.93 | 87.62 | 89.54 | 88.80 | 89.43 | 87.86 | 88.46 | 88.73 | 87.81 |
| 58 | 372 | 40 | 0.10 | 48 | 0.00100 | 48 | 1.000000e-08 | 0.000000e+00 | 87.85 | 88.17 | 87.28 | 88.04 | 87.51 | 89.03 | 87.52 | 86.78 | 86.90 | 86.67 | 88.69 | 91.25 | 89.00 | 88.88 | 87.68 | 89.34 | 87.03 | 88.16 | 89.00 | 88.24 | 88.20 | 88.98 | 90.68 | 86.85 | 88.43 | 89.46 |
| 59 | 372 | 40 | 0.10 | 48 | 0.00100 | 48 | 1.000000e-08 | 1.000000e-08 | 87.93 | 87.47 | 86.90 | 88.24 | 88.96 | 86.76 | 89.26 | 88.30 | 89.88 | 87.02 | 88.48 | 88.13 | 88.33 | 89.42 | 88.02 | 90.42 | 89.67 | 89.02 | 89.21 | 88.37 | 88.74 | 89.16 | 89.82 | 87.87 | 88.96 | 87.60 |
| 64 | 372 | 40 | 0.10 | 64 | 0.00100 | 48 | 0.000000e+00 | 0.000000e+00 | 88.44 | 85.36 | 87.04 | 85.54 | 86.04 | 88.76 | 89.19 | 87.66 | 74.73 | 86.35 | 89.10 | 91.44 | 89.25 | 88.37 | 89.34 | 88.28 | 88.23 | 87.14 | 88.02 | 87.73 | 87.38 | 87.41 | 87.55 | 88.37 | 89.58 | 89.54 |
| 65 | 372 | 40 | 0.10 | 64 | 0.00100 | 48 | 0.000000e+00 | 1.000000e-08 | 85.77 | 88.46 | 88.08 | 88.43 | 87.35 | 88.79 | 88.94 | 87.75 | 88.04 | 87.85 | 89.18 | 88.47 | 88.52 | 88.65 | 87.50 | 89.49 | 87.61 | 88.54 | 88.55 | 89.35 | 89.84 | 89.29 | 88.10 | 88.33 | 89.62 | 89.18 |
| 66 | 372 | 40 | 0.10 | 64 | 0.00100 | 48 | 1.000000e-08 | 0.000000e+00 | 87.40 | 85.23 | 89.04 | 88.08 | 86.07 | 88.18 | 87.52 | 88.38 | 89.08 | 88.56 | 87.58 | 88.47 | 88.80 | 87.89 | 87.16 | 89.29 | 89.39 | 89.46 | 89.10 | 87.68 | 88.71 | 89.24 | 88.36 | 87.64 | 89.36 | 87.68 |
| 67 | 372 | 40 | 0.10 | 64 | 0.00100 | 48 | 1.000000e-08 | 1.000000e-08 | 88.00 | 86.93 | 87.12 | 87.71 | 88.00 | 87.17 | 88.46 | 88.15 | 88.07 | 87.71 | 88.51 | 87.84 | 88.10 | 88.93 | 89.48 | 87.99 | 88.73 | 87.79 | 88.87 | 89.94 | 88.88 | 87.85 | 85.64 | 88.44 | 90.74 | 87.26 |
| 72 | 372 | 40 | 0.10 | 32 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 86.76 | 87.19 | 86.18 | 87.12 | 86.53 | 86.49 | 86.80 | 87.83 | 88.30 | 88.11 | 88.95 | 87.03 | 86.21 | 87.12 | 86.75 | 87.64 | 87.83 | 88.04 | 88.70 | 89.23 | 88.83 | 86.82 | 88.61 | 87.54 | 88.26 | 87.45 |
| 73 | 372 | 40 | 0.10 | 32 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 86.69 | 87.93 | 85.33 | 88.54 | 87.91 | 88.11 | 87.68 | 89.68 | 86.98 | 89.38 | 88.45 | 89.09 | 87.18 | 87.56 | 90.86 | 89.50 | 88.23 | 87.42 | 87.20 | 86.23 | 87.22 | 89.22 | 87.71 | 89.16 | 86.92 | 88.54 |
| 74 | 372 | 40 | 0.10 | 32 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 87.06 | 88.53 | 87.05 | 88.15 | 88.61 | 88.97 | 87.39 | 89.85 | 87.71 | 88.05 | 88.36 | 88.21 | 89.36 | 86.89 | 89.59 | 89.96 | 87.19 | 88.18 | 88.60 | 86.34 | 88.99 | 87.26 | 88.04 | 88.43 | 89.29 | 90.64 |
| 75 | 372 | 40 | 0.10 | 32 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 84.95 | 89.31 | 88.16 | 87.89 | 89.32 | 89.45 | 88.45 | 88.87 | 89.79 | 89.27 | 89.68 | 89.67 | 88.66 | 89.39 | 88.39 | 88.73 | 88.49 | 88.78 | 87.67 | 88.79 | 87.80 | 88.45 | 88.07 | 87.53 | 88.74 | 88.37 |
| 80 | 372 | 40 | 0.10 | 48 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 86.00 | 87.55 | 86.91 | 87.12 | 88.38 | 88.23 | 85.31 | 86.89 | 88.08 | 88.03 | 87.12 | 89.36 | 88.61 | 88.46 | 88.54 | 89.54 | 89.54 | 87.62 | 88.37 | 89.07 | 87.46 | 88.90 | 89.08 | 87.61 | 89.31 | 87.02 |
| 81 | 372 | 40 | 0.10 | 48 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 87.26 | 89.50 | 86.91 | 87.73 | 88.27 | 88.58 | 89.44 | 88.56 | 89.85 | 88.82 | 88.66 | 88.86 | 88.16 | 88.18 | 88.40 | 89.41 | 87.05 | 88.29 | 88.14 | 88.72 | 90.10 | 87.28 | 88.09 | 87.36 | 88.70 | 90.08 |
| 82 | 372 | 40 | 0.10 | 48 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 87.87 | 86.36 | 87.07 | 88.36 | 89.03 | 89.32 | 90.00 | 88.18 | 89.73 | 88.27 | 87.69 | 87.84 | 87.53 | 87.19 | 88.53 | 90.44 | 89.21 | 89.06 | 88.03 | 89.66 | 86.63 | 87.52 | 88.45 | 90.00 | 88.51 | 89.84 |
| 83 | 372 | 40 | 0.10 | 48 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 86.59 | 87.18 | 87.85 | 88.35 | 89.83 | 88.45 | 89.02 | 88.18 | 88.40 | 89.05 | 87.80 | 89.22 | 87.74 | 89.07 | 89.61 | 89.39 | 89.38 | 88.38 | 88.27 | 89.65 | 88.48 | 89.41 | 89.29 | 88.95 | 87.39 | 87.59 |
| 88 | 372 | 40 | 0.10 | 64 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 87.14 | 87.90 | 86.25 | 88.17 | 87.39 | 88.17 | 87.56 | 88.62 | 88.55 | 87.92 | 88.25 | 88.05 | 86.37 | 88.78 | 87.13 | 89.30 | 89.02 | 89.12 | 88.13 | 87.74 | 88.59 | 86.12 | 86.61 | 88.11 | 86.45 | 88.11 |
| 89 | 372 | 40 | 0.10 | 64 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 86.16 | 88.59 | 87.73 | 87.73 | 88.93 | 88.17 | 88.07 | 88.84 | 88.79 | 89.41 | 89.25 | 88.44 | 87.97 | 87.30 | 87.92 | 89.57 | 89.64 | 88.28 | 88.99 | 88.31 | 88.12 | 87.86 | 87.91 | 89.04 | 87.72 | 88.85 |
| 90 | 372 | 40 | 0.10 | 64 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 84.72 | 87.49 | 88.31 | 88.41 | 89.02 | 87.66 | 88.24 | 90.56 | 87.75 | 88.09 | 88.98 | 89.17 | 88.50 | 87.99 | 88.66 | 88.78 | 88.67 | 90.02 | 88.25 | 89.57 | 89.57 | 88.76 | 88.56 | 89.66 | 87.91 | 87.95 |
| 91 | 372 | 40 | 0.10 | 64 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 87.86 | 88.45 | 87.72 | 89.62 | 89.27 | 90.27 | 88.49 | 89.51 | 87.52 | 89.33 | 88.89 | 89.11 | 87.89 | 87.70 | 89.15 | 89.45 | 89.28 | 89.73 | 88.62 | 88.81 | 88.55 | 89.04 | 88.38 | 88.86 | 89.76 | 88.44 |
| 96 | 372 | 40 | 0.10 | 32 | 0.00001 | 36 | 0.000000e+00 | 0.000000e+00 | 85.95 | 85.69 | 87.97 | 87.17 | 87.60 | 86.90 | 89.03 | 88.57 | 88.22 | 87.65 | 88.39 | 90.35 | 87.93 | 88.68 | 89.14 | 89.35 | 87.08 | 89.36 | 90.55 | 86.89 | 88.32 | 87.96 | 90.14 | 87.92 | 88.43 | 88.89 |
| 97 | 372 | 40 | 0.10 | 32 | 0.00001 | 36 | 0.000000e+00 | 1.000000e-08 | 86.81 | 88.91 | 88.02 | 88.60 | 89.29 | 88.20 | 89.13 | 88.25 | 89.18 | 89.55 | 88.39 | 87.54 | 87.93 | 87.82 | 88.49 | 87.95 | 89.13 | 89.08 | 89.73 | 89.75 | 88.98 | 88.75 | 87.29 | 88.50 | 88.68 | 88.26 |
| 98 | 372 | 40 | 0.10 | 32 | 0.00001 | 36 | 1.000000e-08 | 0.000000e+00 | 86.92 | 88.30 | 87.77 | 88.00 | 87.97 | 87.15 | 88.55 | 88.35 | 88.87 | 88.73 | 88.40 | 89.66 | 88.16 | 87.50 | 88.36 | 89.41 | 88.63 | 88.23 | 89.42 | 88.48 | 89.19 | 87.91 | 88.94 | 88.49 | 89.41 | 88.34 |
| 99 | 372 | 40 | 0.10 | 32 | 0.00001 | 36 | 1.000000e-08 | 1.000000e-08 | 86.93 | 87.43 | 89.20 | 88.47 | 89.01 | 87.85 | 87.63 | 88.35 | 87.90 | 88.76 | 87.80 | 88.11 | 88.69 | 88.90 | 90.57 | 89.50 | 87.87 | 87.95 | 88.60 | 88.92 | 88.79 | 89.64 | 87.03 | 88.63 | 89.25 | 87.81 |
| 104 | 372 | 40 | 0.10 | 48 | 0.00001 | 36 | 0.000000e+00 | 0.000000e+00 | 86.92 | 86.88 | 88.66 | 88.67 | 87.81 | 87.91 | 87.55 | 87.63 | 88.07 | 87.20 | 88.25 | 89.15 | 87.04 | 87.73 | 86.72 | 89.46 | 87.94 | 88.08 | 87.84 | 89.56 | 88.43 | 88.96 | 87.99 | 88.14 | 87.57 | 88.84 |
| 105 | 372 | 40 | 0.10 | 48 | 0.00001 | 36 | 0.000000e+00 | 1.000000e-08 | 85.89 | 87.16 | 87.58 | 88.92 | 88.62 | 87.96 | 88.09 | 87.83 | 88.46 | 87.90 | 89.07 | 89.41 | 88.14 | 87.58 | 89.22 | 89.94 | 87.91 | 89.82 | 90.11 | 88.25 | 87.82 | 87.05 | 89.02 | 87.94 | 88.65 | 88.34 |
| 106 | 372 | 40 | 0.10 | 48 | 0.00001 | 36 | 1.000000e-08 | 0.000000e+00 | 87.30 | 88.30 | 87.87 | 89.35 | 89.27 | 88.62 | 88.79 | 88.90 | 89.98 | 88.20 | 87.37 | 89.66 | 88.92 | 88.88 | 89.21 | 88.54 | 87.30 | 90.13 | 88.81 | 88.55 | 91.16 | 89.15 | 88.86 | 88.40 | 88.71 | 88.12 |
| 107 | 372 | 40 | 0.10 | 48 | 0.00001 | 36 | 1.000000e-08 | 1.000000e-08 | 87.18 | 87.92 | 87.62 | 89.18 | 87.95 | 89.42 | 88.56 | 88.43 | 88.65 | 89.19 | 89.18 | 89.24 | 88.88 | 88.53 | 89.91 | 87.35 | 87.56 | 88.82 | 86.97 | 88.00 | 88.41 | 88.47 | 88.79 | 88.55 | 88.51 | 86.18 |
| 112 | 372 | 40 | 0.10 | 64 | 0.00001 | 36 | 0.000000e+00 | 0.000000e+00 | 86.59 | 86.86 | 87.29 | 86.47 | 88.18 | 87.72 | 88.97 | 86.93 | 89.96 | 88.76 | 88.27 | 87.59 | 86.84 | 87.95 | 87.33 | 88.60 | 88.69 | 88.18 | 88.67 | 88.56 | 88.26 | 87.43 | 89.73 | 87.50 | 88.04 | 90.37 |
| 113 | 372 | 40 | 0.10 | 64 | 0.00001 | 36 | 0.000000e+00 | 1.000000e-08 | 87.05 | 87.11 | 87.91 | 87.89 | 87.69 | 88.66 | 89.19 | 86.98 | 89.07 | 88.29 | 89.02 | 88.94 | 88.14 | 88.46 | 88.39 | 88.11 | 88.33 | 87.49 | 89.13 | 89.71 | 87.40 | 88.87 | 87.26 | 88.00 | 87.92 | 88.16 |
| 114 | 372 | 40 | 0.10 | 64 | 0.00001 | 36 | 1.000000e-08 | 0.000000e+00 | 88.10 | 87.05 | 88.42 | 88.87 | 87.60 | 87.93 | 87.72 | 88.61 | 88.44 | 87.04 | 89.19 | 90.03 | 88.07 | 88.39 | 88.18 | 89.00 | 86.41 | 88.38 | 87.52 | 90.24 | 88.27 | 89.48 | 87.80 | 87.92 | 89.73 | 89.00 |
| 115 | 372 | 40 | 0.10 | 64 | 0.00001 | 36 | 1.000000e-08 | 1.000000e-08 | 86.11 | 87.17 | 88.67 | 87.67 | 87.61 | 89.93 | 88.09 | 88.80 | 88.45 | 85.77 | 88.64 | 89.62 | 89.47 | 88.53 | 88.82 | 88.75 | 87.71 | 88.47 | 89.91 | 90.34 | 88.71 | 89.10 | 86.97 | 88.68 | 88.76 | 88.89 |
| 120 | 372 | 40 | 0.10 | 32 | 0.00001 | 48 | 0.000000e+00 | 0.000000e+00 | 87.34 | 87.72 | 86.36 | 87.41 | 86.68 | 88.36 | 87.16 | 87.19 | 88.27 | 86.97 | 88.05 | 88.17 | 88.58 | 87.62 | 88.69 | 88.12 | 87.98 | 87.43 | 89.95 | 89.58 | 87.90 | 87.77 | 88.54 | 88.48 | 87.32 | 86.02 |
| 121 | 372 | 40 | 0.10 | 32 | 0.00001 | 48 | 0.000000e+00 | 1.000000e-08 | 86.53 | 89.97 | 88.89 | 88.90 | 87.74 | 87.90 | 88.63 | 88.79 | 88.35 | 87.96 | 89.23 | 89.49 | 88.27 | 88.31 | 90.62 | 88.05 | 89.26 | 91.24 | 89.96 | 87.49 | 89.08 | 88.39 | 88.26 | 89.57 | 88.74 | 90.08 |
| 122 | 372 | 40 | 0.10 | 32 | 0.00001 | 48 | 1.000000e-08 | 0.000000e+00 | 87.16 | 89.27 | 87.41 | 87.09 | 88.25 | 89.15 | 87.53 | 89.32 | 87.06 | 88.13 | 87.74 | 87.83 | 88.29 | 89.00 | 88.91 | 88.37 | 88.86 | 88.22 | 88.99 | 89.85 | 87.83 | 86.76 | 89.29 | 87.67 | 88.25 | 87.86 |
| 123 | 372 | 40 | 0.10 | 32 | 0.00001 | 48 | 1.000000e-08 | 1.000000e-08 | 87.00 | 89.63 | 86.58 | 87.95 | 86.91 | 89.54 | 88.73 | 88.84 | 88.38 | 88.74 | 88.42 | 87.80 | 89.83 | 87.20 | 88.36 | 88.66 | 87.85 | 89.88 | 88.77 | 88.90 | 88.10 | 88.19 | 89.18 | 87.83 | 87.85 | 87.95 |
| 128 | 372 | 40 | 0.10 | 48 | 0.00001 | 48 | 0.000000e+00 | 0.000000e+00 | 86.14 | 87.60 | 85.19 | 86.55 | 88.00 | 87.99 | 86.93 | 89.28 | 88.65 | 87.85 | 88.01 | 89.98 | 88.75 | 86.41 | 87.93 | 88.25 | 88.41 | 89.46 | 88.58 | 91.11 | 86.97 | 88.07 | 87.69 | 87.58 | 88.35 | 88.23 |
| 129 | 372 | 40 | 0.10 | 48 | 0.00001 | 48 | 0.000000e+00 | 1.000000e-08 | 86.46 | 88.45 | 88.23 | 89.05 | 87.85 | 87.14 | 87.79 | 87.29 | 88.77 | 86.57 | 87.67 | 89.04 | 87.78 | 89.35 | 88.95 | 87.82 | 88.55 | 90.06 | 88.20 | 87.90 | 88.95 | 86.68 | 88.69 | 89.11 | 89.00 | 88.20 |
| 130 | 372 | 40 | 0.10 | 48 | 0.00001 | 48 | 1.000000e-08 | 0.000000e+00 | 88.25 | 87.37 | 87.26 | 88.53 | 87.68 | 89.65 | 87.78 | 89.14 | 87.99 | 88.12 | 89.27 | 87.78 | 88.52 | 87.40 | 88.54 | 88.23 | 90.02 | 88.68 | 89.13 | 88.35 | 89.40 | 89.01 | 90.15 | 88.13 | 89.23 | 87.89 |
| 131 | 372 | 40 | 0.10 | 48 | 0.00001 | 48 | 1.000000e-08 | 1.000000e-08 | 86.57 | 89.39 | 87.90 | 88.04 | 88.73 | 88.65 | 86.81 | 89.74 | 88.04 | 88.70 | 89.42 | 88.68 | 87.19 | 90.25 | 88.90 | 88.76 | 88.54 | 87.62 | 88.38 | 88.24 | 88.20 | 88.41 | 88.57 | 90.45 | 88.77 | 88.90 |
| 136 | 372 | 40 | 0.10 | 64 | 0.00001 | 48 | 0.000000e+00 | 0.000000e+00 | 86.22 | 88.43 | 86.71 | 88.35 | 87.75 | 88.37 | 88.54 | 90.60 | 86.96 | 89.09 | 87.96 | 87.74 | 86.94 | 89.60 | 88.69 | 89.87 | 87.96 | 87.31 | 87.74 | 88.89 | 88.39 | 87.76 | 88.63 | 88.44 | 87.57 | 88.41 |
| 137 | 372 | 40 | 0.10 | 64 | 0.00001 | 48 | 0.000000e+00 | 1.000000e-08 | 87.33 | 87.70 | 87.29 | 88.35 | 87.21 | 89.17 | 87.29 | 88.32 | 87.86 | 88.31 | 88.56 | 89.93 | 88.99 | 88.27 | 88.00 | 90.44 | 87.48 | 89.70 | 88.24 | 88.05 | 87.06 | 90.87 | 88.12 | 87.40 | 89.49 | 88.72 |
| 138 | 372 | 40 | 0.10 | 64 | 0.00001 | 48 | 1.000000e-08 | 0.000000e+00 | 87.16 | 88.00 | 89.24 | 88.02 | 87.56 | 88.50 | 87.19 | 88.10 | 89.97 | 86.21 | 86.84 | 87.32 | 86.32 | 88.35 | 88.13 | 88.92 | 88.19 | 89.02 | 89.44 | 88.68 | 88.97 | 88.64 | 88.86 | 86.95 | 87.83 | 86.96 |
| 139 | 372 | 40 | 0.10 | 64 | 0.00001 | 48 | 1.000000e-08 | 1.000000e-08 | 87.26 | 88.00 | 87.29 | 87.52 | 86.65 | 88.25 | 86.47 | 86.64 | 88.42 | 88.47 | 89.32 | 87.41 | 88.40 | 87.06 | 88.85 | 87.32 | 86.90 | 88.16 | 87.96 | 89.48 | 88.84 | 88.40 | 87.48 | 88.49 | 88.11 | 88.10 |
| 144 | 372 | 40 | 0.01 | 32 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 90.06 | 90.07 | 90.18 | 90.04 | 88.42 | 89.47 | 88.74 | 90.68 | 88.49 | 90.59 | 89.80 | 90.52 | 89.53 | 89.83 | 88.81 | 90.43 | 88.59 | 89.34 | 90.57 | 90.51 | 87.96 | 91.03 | 89.90 | 88.45 | 89.61 | 87.62 |
| 145 | 372 | 40 | 0.01 | 32 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 90.10 | 87.50 | 90.13 | 89.40 | 90.21 | 90.58 | 89.49 | 88.87 | 90.33 | 88.59 | 90.56 | 90.69 | 90.37 | 88.62 | 88.73 | 90.10 | 89.22 | 88.92 | 90.90 | 90.43 | 89.97 | 91.53 | 90.82 | 88.55 | 90.76 | 89.22 |
| 146 | 372 | 40 | 0.01 | 32 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 89.19 | 89.30 | 89.44 | 89.08 | 89.73 | 90.86 | 89.31 | 89.26 | 88.81 | 89.04 | 89.18 | 90.49 | 90.75 | 89.80 | 88.83 | 89.08 | 89.80 | 89.67 | 91.04 | 91.44 | 90.81 | 89.47 | 90.18 | 91.02 | 89.85 | 88.38 |
| 147 | 372 | 40 | 0.01 | 32 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 90.47 | 90.21 | 88.87 | 89.96 | 89.10 | 89.82 | 89.67 | 88.94 | 89.65 | 89.48 | 89.88 | 89.74 | 90.26 | 90.03 | 89.13 | 89.43 | 90.64 | 90.00 | 90.31 | 91.02 | 90.89 | 91.05 | 91.00 | 90.28 | 90.62 | 89.35 |
| 152 | 372 | 40 | 0.01 | 48 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 90.02 | 89.41 | 89.10 | 89.07 | 89.31 | 90.15 | 90.71 | 89.78 | 88.56 | 89.26 | 91.21 | 90.44 | 90.43 | 90.69 | 89.45 | 89.49 | 89.83 | 91.00 | 89.65 | 90.09 | 88.80 | 91.21 | 89.90 | 89.51 | 88.84 | 89.68 |
| 153 | 372 | 40 | 0.01 | 48 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 89.13 | 89.88 | 90.33 | 88.80 | 89.65 | 90.95 | 89.74 | 88.69 | 88.97 | 89.09 | 90.16 | 91.55 | 89.73 | 89.65 | 90.06 | 89.86 | 88.68 | 88.94 | 89.64 | 89.55 | 89.67 | 91.68 | 89.13 | 88.71 | 91.21 | 89.78 |
| 154 | 372 | 40 | 0.01 | 48 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 89.10 | 88.44 | 88.51 | 90.12 | 89.37 | 89.25 | 90.10 | 89.30 | 89.25 | 89.38 | 91.20 | 90.95 | 89.55 | 88.94 | 90.09 | 89.28 | 88.04 | 90.21 | 90.84 | 90.31 | 89.10 | 90.82 | 89.12 | 88.07 | 90.02 | 89.91 |
| 155 | 372 | 40 | 0.01 | 48 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 91.21 | 90.22 | 90.02 | 89.64 | 89.84 | 90.47 | 89.05 | 91.03 | 89.41 | 90.61 | 90.27 | 90.19 | 90.33 | 90.89 | 90.71 | 89.71 | 88.68 | 89.31 | 90.86 | 90.95 | 90.20 | 91.18 | 89.13 | 89.96 | 90.47 | 87.96 |
| 160 | 372 | 40 | 0.01 | 64 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 90.91 | 89.84 | 89.10 | 90.27 | 89.84 | 89.09 | 90.32 | 89.61 | 89.70 | 89.57 | 90.72 | 90.17 | 90.21 | 89.06 | 88.71 | 90.08 | 89.79 | 88.89 | 89.69 | 89.89 | 90.32 | 90.05 | 88.03 | 89.45 | 90.38 | 87.63 |
| 161 | 372 | 40 | 0.01 | 64 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 89.61 | 89.70 | 90.45 | 89.70 | 88.65 | 89.71 | 88.47 | 88.61 | 89.88 | 89.64 | 89.97 | 91.35 | 91.13 | 88.99 | 88.89 | 91.24 | 89.12 | 90.09 | 90.31 | 90.27 | 89.65 | 91.25 | 88.06 | 90.37 | 90.42 | 89.47 |
| 162 | 372 | 40 | 0.01 | 64 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 89.49 | 90.88 | 90.33 | 90.95 | 89.76 | 90.16 | 89.48 | 91.25 | 89.49 | 89.33 | 91.27 | 91.16 | 89.58 | 89.29 | 89.38 | 90.53 | 89.92 | 88.76 | 90.07 | 89.92 | 89.41 | 91.16 | 87.73 | 90.41 | 90.30 | 90.43 |
| 163 | 372 | 40 | 0.01 | 64 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 90.11 | 91.08 | 89.31 | 89.86 | 88.47 | 90.61 | 90.00 | 90.38 | 88.72 | 89.41 | 90.74 | 90.69 | 88.69 | 90.44 | 89.24 | 90.19 | 89.69 | 91.31 | 89.93 | 90.50 | 89.29 | 90.00 | 88.56 | 89.84 | 90.83 | 90.13 |
| 168 | 372 | 40 | 0.01 | 32 | 0.00100 | 36 | 0.000000e+00 | 0.000000e+00 | 89.23 | 89.43 | 90.52 | 88.89 | 87.51 | 89.62 | 89.78 | 88.50 | 90.42 | 89.59 | 89.89 | 90.03 | 90.13 | 89.31 | 89.54 | 89.62 | 89.06 | 90.00 | 89.85 | 89.81 | 89.23 | 89.36 | 89.50 | 89.64 | 90.55 | 89.50 |
| 169 | 372 | 40 | 0.01 | 32 | 0.00100 | 36 | 0.000000e+00 | 1.000000e-08 | 87.98 | 88.89 | 88.52 | 89.51 | 89.18 | 89.63 | 89.63 | 90.80 | 90.25 | 89.03 | 88.85 | 89.44 | 90.30 | 88.95 | 89.75 | 90.41 | 90.43 | 89.27 | 89.90 | 90.83 | 89.88 | 89.23 | 88.49 | 90.84 | 88.16 | 88.98 |
| 170 | 372 | 40 | 0.01 | 32 | 0.00100 | 36 | 1.000000e-08 | 0.000000e+00 | 90.32 | 89.40 | 88.88 | 90.50 | 91.32 | 88.58 | 90.70 | 89.48 | 90.04 | 88.53 | 90.78 | 89.58 | 88.83 | 89.72 | 89.37 | 91.09 | 89.46 | 88.68 | 90.00 | 89.89 | 89.00 | 89.44 | 89.00 | 88.99 | 88.86 | 88.54 |
| 171 | 372 | 40 | 0.01 | 32 | 0.00100 | 36 | 1.000000e-08 | 1.000000e-08 | 87.67 | 89.72 | 90.21 | 90.86 | 89.29 | 90.82 | 89.59 | 90.20 | 90.78 | 89.34 | 89.23 | 90.19 | 90.18 | 89.94 | 89.53 | 90.84 | 88.89 | 90.03 | 89.02 | 89.55 | 89.98 | 87.91 | 87.70 | 89.92 | 89.28 | 88.86 |
| 176 | 372 | 40 | 0.01 | 48 | 0.00100 | 36 | 0.000000e+00 | 0.000000e+00 | 88.96 | 89.07 | 89.20 | 89.47 | 88.68 | 89.58 | 88.10 | 89.42 | 88.54 | 90.19 | 90.65 | 90.01 | 90.73 | 89.60 | 88.84 | 90.02 | 90.46 | 89.10 | 89.37 | 90.77 | 88.36 | 91.04 | 88.74 | 89.97 | 86.93 | 86.89 |
| 177 | 372 | 40 | 0.01 | 48 | 0.00100 | 36 | 0.000000e+00 | 1.000000e-08 | 89.32 | 90.41 | 89.70 | 89.57 | 89.35 | 89.75 | 89.47 | 89.60 | 87.44 | 90.03 | 89.65 | 89.85 | 90.16 | 89.52 | 88.76 | 88.74 | 89.55 | 90.01 | 89.85 | 90.43 | 90.29 | 90.29 | 88.14 | 88.21 | 89.16 | 89.81 |
| 178 | 372 | 40 | 0.01 | 48 | 0.00100 | 36 | 1.000000e-08 | 0.000000e+00 | 90.42 | 89.63 | 89.10 | 89.63 | 88.99 | 89.71 | 90.01 | 89.47 | 90.02 | 90.44 | 89.49 | 89.59 | 90.73 | 89.11 | 89.72 | 90.15 | 88.44 | 89.94 | 89.92 | 90.26 | 88.38 | 91.74 | 89.39 | 90.00 | 87.86 | 88.98 |
| 179 | 372 | 40 | 0.01 | 48 | 0.00100 | 36 | 1.000000e-08 | 1.000000e-08 | 88.38 | 89.59 | 89.74 | 89.56 | 89.55 | 89.67 | 89.89 | 90.15 | 88.66 | 90.38 | 90.82 | 89.73 | 90.82 | 89.29 | 89.11 | 89.91 | 90.03 | 90.02 | 90.55 | 90.16 | 88.50 | 89.93 | 88.77 | 88.34 | 91.15 | 89.23 |
| 184 | 372 | 40 | 0.01 | 64 | 0.00100 | 36 | 0.000000e+00 | 0.000000e+00 | 87.63 | 89.49 | 88.76 | 89.26 | 90.40 | 90.69 | 89.63 | 89.87 | 89.09 | 89.09 | 90.38 | 90.20 | 90.05 | 89.39 | 89.09 | 89.63 | 89.51 | 89.88 | 90.67 | 90.60 | 88.11 | 91.28 | 89.22 | 89.57 | 89.25 | 90.64 |
| 185 | 372 | 40 | 0.01 | 64 | 0.00100 | 36 | 0.000000e+00 | 1.000000e-08 | 90.57 | 90.34 | 89.23 | 89.10 | 87.70 | 89.34 | 89.61 | 88.55 | 88.60 | 90.14 | 90.67 | 89.57 | 89.41 | 88.59 | 89.81 | 89.10 | 90.06 | 89.95 | 89.84 | 90.29 | 90.45 | 90.62 | 87.97 | 88.67 | 90.19 | 90.39 |
| 186 | 372 | 40 | 0.01 | 64 | 0.00100 | 36 | 1.000000e-08 | 0.000000e+00 | 89.17 | 90.18 | 89.27 | 90.74 | 89.55 | 90.33 | 89.64 | 90.51 | 87.87 | 89.43 | 91.22 | 90.34 | 90.55 | 89.04 | 89.64 | 89.61 | 89.23 | 89.65 | 90.47 | 90.43 | 89.56 | 90.77 | 89.71 | 89.95 | 89.45 | 90.43 |
| 187 | 372 | 40 | 0.01 | 64 | 0.00100 | 36 | 1.000000e-08 | 1.000000e-08 | 89.24 | 89.11 | 89.43 | 89.68 | 88.33 | 90.35 | 89.87 | 89.26 | 90.47 | 88.84 | 89.57 | 89.36 | 88.93 | 90.14 | 89.83 | 90.56 | 88.44 | 89.06 | 91.64 | 90.16 | 88.30 | 88.89 | 89.05 | 89.57 | 89.92 | 89.85 |
| 192 | 372 | 40 | 0.01 | 32 | 0.00100 | 48 | 0.000000e+00 | 0.000000e+00 | 87.95 | 89.63 | 88.59 | 90.66 | 88.29 | 91.04 | 89.33 | 90.31 | 89.17 | 89.49 | 89.09 | 89.29 | 88.61 | 88.94 | 89.04 | 90.56 | 89.21 | 90.10 | 89.19 | 89.06 | 87.41 | 88.07 | 87.52 | 89.00 | 87.78 | 87.76 |
| 193 | 372 | 40 | 0.01 | 32 | 0.00100 | 48 | 0.000000e+00 | 1.000000e-08 | 88.05 | 88.84 | 88.77 | 89.94 | 88.12 | 90.54 | 87.72 | 89.43 | 87.93 | 89.25 | 88.87 | 89.66 | 88.53 | 89.85 | 90.66 | 88.74 | 89.44 | 90.04 | 89.56 | 89.57 | 87.77 | 88.83 | 88.21 | 88.06 | 88.44 | 88.27 |
| 194 | 372 | 40 | 0.01 | 32 | 0.00100 | 48 | 1.000000e-08 | 0.000000e+00 | 88.64 | 87.54 | 90.64 | 89.87 | 88.70 | 88.86 | 89.21 | 88.90 | 89.47 | 89.47 | 90.08 | 89.10 | 88.18 | 89.12 | 88.60 | 88.90 | 89.88 | 90.66 | 89.85 | 90.19 | 88.41 | 89.90 | 90.58 | 89.24 | 89.97 | 88.32 |
| 195 | 372 | 40 | 0.01 | 32 | 0.00100 | 48 | 1.000000e-08 | 1.000000e-08 | 88.54 | 88.49 | 88.25 | 89.42 | 89.90 | 89.09 | 89.71 | 88.71 | 88.27 | 88.55 | 89.46 | 89.28 | 88.14 | 89.63 | 89.82 | 87.84 | 89.65 | 89.23 | 89.54 | 90.62 | 88.81 | 90.38 | 87.34 | 88.04 | 90.59 | 89.54 |
| 200 | 372 | 40 | 0.01 | 48 | 0.00100 | 48 | 0.000000e+00 | 0.000000e+00 | 88.82 | 88.52 | 88.29 | 88.99 | 88.57 | 89.19 | 87.96 | 88.99 | 89.09 | 89.20 | 88.66 | 89.57 | 89.94 | 88.83 | 88.56 | 89.24 | 89.10 | 90.16 | 89.03 | 89.13 | 87.91 | 89.96 | 88.38 | 88.11 | 90.85 | 88.53 |
| 201 | 372 | 40 | 0.01 | 48 | 0.00100 | 48 | 0.000000e+00 | 1.000000e-08 | 88.72 | 89.04 | 87.96 | 89.20 | 89.65 | 90.88 | 88.41 | 89.46 | 88.47 | 88.66 | 89.08 | 89.55 | 89.46 | 88.08 | 88.75 | 89.15 | 89.25 | 88.73 | 88.80 | 90.25 | 90.15 | 88.12 | 88.71 | 87.76 | 90.74 | 88.63 |
| 202 | 372 | 40 | 0.01 | 48 | 0.00100 | 48 | 1.000000e-08 | 0.000000e+00 | 88.85 | 90.44 | 88.58 | 87.27 | 88.26 | 90.05 | 87.70 | 89.24 | 89.07 | 90.19 | 89.30 | 89.57 | 89.20 | 87.37 | 88.36 | 88.99 | 88.53 | 89.00 | 90.00 | 89.19 | 87.88 | 88.48 | 86.47 | 89.10 | 89.08 | 88.93 |
| 203 | 372 | 40 | 0.01 | 48 | 0.00100 | 48 | 1.000000e-08 | 1.000000e-08 | 86.64 | 89.45 | 87.65 | 88.78 | 87.94 | 88.88 | 89.83 | 89.60 | 88.58 | 88.25 | 89.03 | 89.04 | 90.07 | 88.22 | 90.36 | 88.98 | 88.62 | 89.71 | 90.95 | 89.61 | 89.69 | 88.79 | 87.37 | 87.73 | 89.10 | 88.91 |
| 208 | 372 | 40 | 0.01 | 64 | 0.00100 | 48 | 0.000000e+00 | 0.000000e+00 | 87.68 | 89.00 | 89.04 | 88.53 | 87.15 | 89.29 | 87.68 | 90.10 | 88.87 | 89.41 | 88.84 | 90.44 | 89.71 | 88.88 | 89.45 | 90.09 | 89.51 | 89.41 | 88.67 | 89.03 | 90.06 | 88.76 | 87.64 | 88.26 | 87.89 | 88.53 |
| 209 | 372 | 40 | 0.01 | 64 | 0.00100 | 48 | 0.000000e+00 | 1.000000e-08 | 88.61 | 88.87 | 89.92 | 88.94 | 88.52 | 89.37 | 88.43 | 88.52 | 88.93 | 88.42 | 90.02 | 89.96 | 89.78 | 87.70 | 89.69 | 89.09 | 89.06 | 88.59 | 90.16 | 90.15 | 89.08 | 89.20 | 88.47 | 88.85 | 88.48 | 88.75 |
| 210 | 372 | 40 | 0.01 | 64 | 0.00100 | 48 | 1.000000e-08 | 0.000000e+00 | 89.43 | 89.41 | 88.33 | 88.12 | 88.67 | 88.67 | 88.45 | 89.93 | 89.47 | 88.09 | 89.88 | 90.08 | 89.67 | 89.04 | 88.89 | 89.71 | 90.27 | 89.41 | 90.87 | 88.87 | 89.30 | 90.16 | 88.72 | 89.20 | 86.89 | 89.90 |
| 211 | 372 | 40 | 0.01 | 64 | 0.00100 | 48 | 1.000000e-08 | 1.000000e-08 | 87.78 | 87.76 | 88.21 | 88.92 | 88.18 | 89.09 | 88.92 | 88.66 | 89.28 | 90.05 | 90.12 | 90.37 | 88.35 | 89.34 | 90.13 | 89.75 | 89.19 | 89.40 | 88.18 | 90.82 | 87.49 | 89.35 | 87.46 | 88.20 | 88.16 | 87.96 |
| 216 | 372 | 40 | 0.01 | 32 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 88.88 | 89.23 | 87.45 | 89.44 | 90.66 | 90.24 | 89.17 | 89.97 | 89.20 | 89.48 | 90.56 | 90.81 | 90.46 | 88.70 | 89.12 | 90.36 | 89.67 | 90.41 | 90.11 | 92.22 | 88.45 | 90.42 | 90.14 | 88.66 | 89.89 | 89.35 |
| 217 | 372 | 40 | 0.01 | 32 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 88.34 | 89.67 | 90.17 | 91.26 | 90.25 | 90.10 | 89.68 | 89.47 | 89.56 | 89.87 | 90.10 | 90.69 | 90.00 | 88.73 | 89.33 | 90.46 | 89.09 | 89.41 | 90.49 | 90.55 | 90.24 | 87.95 | 90.84 | 88.89 | 89.77 | 90.16 |
| 218 | 372 | 40 | 0.01 | 32 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 88.41 | 89.16 | 90.93 | 89.75 | 89.06 | 89.66 | 91.47 | 89.91 | 89.69 | 89.36 | 88.42 | 90.19 | 89.99 | 87.77 | 89.63 | 89.44 | 88.76 | 89.64 | 91.01 | 89.83 | 90.68 | 89.75 | 88.82 | 90.17 | 88.48 | 88.57 |
| 219 | 372 | 40 | 0.01 | 32 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 89.73 | 89.74 | 88.87 | 90.61 | 90.13 | 89.19 | 88.65 | 90.07 | 88.93 | 89.37 | 89.78 | 90.14 | 89.00 | 89.94 | 89.66 | 90.17 | 89.29 | 88.89 | 91.28 | 92.30 | 89.19 | 89.68 | 90.72 | 89.22 | 89.85 | 90.03 |
| 224 | 372 | 40 | 0.01 | 48 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 89.36 | 89.56 | 89.41 | 89.81 | 88.94 | 89.71 | 90.87 | 90.32 | 89.08 | 90.04 | 91.41 | 90.94 | 91.77 | 88.50 | 89.98 | 90.62 | 87.84 | 89.98 | 89.90 | 90.77 | 89.52 | 89.77 | 89.59 | 89.10 | 89.52 | 90.88 |
| 225 | 372 | 40 | 0.01 | 48 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 89.37 | 91.06 | 89.17 | 89.93 | 88.50 | 90.06 | 90.09 | 88.22 | 90.33 | 88.49 | 91.12 | 91.05 | 90.04 | 90.16 | 89.93 | 89.27 | 89.05 | 89.52 | 90.73 | 91.90 | 89.36 | 89.95 | 90.23 | 88.58 | 89.32 | 87.56 |
| 226 | 372 | 40 | 0.01 | 48 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 90.16 | 89.94 | 89.57 | 89.18 | 90.29 | 90.11 | 89.35 | 89.05 | 89.87 | 89.65 | 91.32 | 90.63 | 89.47 | 89.52 | 90.18 | 90.82 | 89.94 | 88.15 | 90.01 | 90.93 | 89.41 | 90.38 | 90.18 | 89.82 | 89.58 | 90.57 |
| 227 | 372 | 40 | 0.01 | 48 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 88.23 | 90.09 | 89.04 | 89.44 | 89.22 | 90.09 | 90.04 | 89.91 | 89.69 | 89.73 | 90.36 | 89.38 | 90.59 | 89.16 | 89.04 | 89.27 | 89.12 | 88.55 | 89.50 | 90.53 | 89.93 | 89.68 | 88.54 | 88.84 | 89.95 | 88.92 |
| 232 | 372 | 40 | 0.01 | 64 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 90.27 | 89.97 | 89.47 | 90.44 | 89.67 | 89.07 | 90.54 | 88.52 | 90.24 | 89.20 | 88.54 | 89.99 | 91.06 | 90.35 | 89.08 | 89.48 | 91.37 | 90.44 | 91.05 | 89.65 | 90.95 | 89.72 | 89.04 | 88.73 | 87.78 | 89.89 |
| 233 | 372 | 40 | 0.01 | 64 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 88.84 | 89.59 | 89.25 | 89.82 | 89.57 | 89.89 | 89.45 | 90.33 | 90.15 | 89.57 | 89.16 | 89.83 | 90.22 | 89.33 | 88.97 | 89.60 | 89.96 | 90.02 | 91.19 | 91.24 | 88.90 | 89.24 | 89.82 | 89.85 | 91.03 | 91.05 |
| 234 | 372 | 40 | 0.01 | 64 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 88.70 | 90.11 | 88.81 | 90.14 | 88.32 | 89.53 | 89.22 | 90.35 | 89.38 | 88.84 | 88.56 | 91.61 | 91.88 | 90.84 | 90.22 | 90.84 | 90.50 | 89.24 | 90.47 | 90.87 | 90.88 | 90.87 | 89.55 | 89.41 | 89.51 | 90.41 |
| 235 | 372 | 40 | 0.01 | 64 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 89.10 | 89.76 | 90.05 | 88.93 | 89.19 | 89.92 | 88.48 | 89.74 | 89.82 | 90.60 | 90.13 | 91.02 | 91.46 | 89.80 | 88.94 | 89.76 | 89.17 | 89.86 | 90.27 | 90.87 | 90.68 | 91.14 | 88.90 | 90.79 | 90.13 | 89.93 |
| 240 | 372 | 40 | 0.01 | 32 | 0.00001 | 36 | 0.000000e+00 | 0.000000e+00 | 90.20 | 89.55 | 90.34 | 89.62 | 88.98 | 88.70 | 90.75 | 90.58 | 90.70 | 88.58 | 90.56 | 90.90 | 90.05 | 89.50 | 89.91 | 89.48 | 87.72 | 89.37 | 89.80 | 91.54 | 90.18 | 89.93 | 88.31 | 88.37 | 89.35 | 89.26 |
| 241 | 372 | 40 | 0.01 | 32 | 0.00001 | 36 | 0.000000e+00 | 1.000000e-08 | 88.28 | 89.75 | 89.38 | 89.79 | 90.21 | 90.46 | 90.53 | 90.95 | 88.94 | 89.17 | 90.13 | 90.73 | 88.58 | 90.24 | 90.24 | 90.89 | 89.77 | 90.42 | 90.73 | 89.29 | 89.62 | 90.61 | 88.63 | 88.06 | 89.16 | 88.64 |
| 242 | 372 | 40 | 0.01 | 32 | 0.00001 | 36 | 1.000000e-08 | 0.000000e+00 | 89.33 | 89.62 | 89.70 | 89.50 | 88.55 | 89.49 | 89.63 | 90.12 | 88.10 | 89.52 | 89.75 | 89.11 | 90.12 | 88.93 | 89.15 | 90.50 | 89.55 | 89.11 | 88.83 | 89.71 | 89.12 | 90.96 | 87.82 | 88.73 | 89.97 | 90.12 |
| 243 | 372 | 40 | 0.01 | 32 | 0.00001 | 36 | 1.000000e-08 | 1.000000e-08 | 89.36 | 89.31 | 88.88 | 89.74 | 88.86 | 90.20 | 90.44 | 90.16 | 89.20 | 88.30 | 90.42 | 89.71 | 88.32 | 89.17 | 88.63 | 90.15 | 90.23 | 90.73 | 89.64 | 90.66 | 89.49 | 89.96 | 87.07 | 88.69 | 89.02 | 88.43 |
| 248 | 372 | 40 | 0.01 | 48 | 0.00001 | 36 | 0.000000e+00 | 0.000000e+00 | 90.43 | 88.93 | 90.84 | 89.19 | 89.80 | 91.55 | 89.04 | 89.43 | 89.58 | 89.35 | 90.72 | 91.32 | 90.14 | 90.05 | 89.52 | 89.42 | 89.29 | 90.45 | 90.07 | 89.26 | 91.46 | 90.69 | 87.77 | 90.06 | 89.78 | 89.43 |
| 249 | 372 | 40 | 0.01 | 48 | 0.00001 | 36 | 0.000000e+00 | 1.000000e-08 | 87.11 | 90.30 | 89.36 | 88.78 | 88.56 | 90.36 | 90.65 | 90.70 | 90.09 | 90.22 | 90.34 | 90.46 | 89.91 | 90.29 | 90.49 | 90.41 | 88.44 | 89.49 | 89.74 | 90.71 | 88.29 | 90.91 | 88.19 | 91.46 | 90.66 | 88.45 |
| 250 | 372 | 40 | 0.01 | 48 | 0.00001 | 36 | 1.000000e-08 | 0.000000e+00 | 90.03 | 88.68 | 90.42 | 90.12 | 89.05 | 90.03 | 88.99 | 88.54 | 89.74 | 89.34 | 91.81 | 90.14 | 89.19 | 89.24 | 90.83 | 90.33 | 89.07 | 90.21 | 90.42 | 89.92 | 89.30 | 90.35 | 89.85 | 87.74 | 89.47 | 87.42 |
| 251 | 372 | 40 | 0.01 | 48 | 0.00001 | 36 | 1.000000e-08 | 1.000000e-08 | 89.81 | 90.95 | 89.18 | 89.08 | 88.91 | 91.11 | 89.39 | 90.31 | 90.03 | 88.86 | 90.79 | 91.34 | 89.62 | 90.73 | 89.77 | 89.74 | 90.78 | 88.94 | 90.62 | 89.54 | 89.12 | 89.39 | 87.57 | 89.08 | 89.84 | 89.02 |
| 256 | 372 | 40 | 0.01 | 64 | 0.00001 | 36 | 0.000000e+00 | 0.000000e+00 | 88.57 | 89.24 | 88.94 | 89.50 | 90.37 | 89.23 | 89.50 | 89.46 | 90.56 | 89.08 | 91.73 | 90.75 | 91.73 | 89.13 | 90.65 | 90.01 | 88.98 | 88.18 | 89.71 | 90.50 | 89.88 | 89.80 | 89.09 | 88.81 | 89.86 | 89.86 |
| 257 | 372 | 40 | 0.01 | 64 | 0.00001 | 36 | 0.000000e+00 | 1.000000e-08 | 90.28 | 89.60 | 89.77 | 90.35 | 89.37 | 90.33 | 89.24 | 90.07 | 88.98 | 89.91 | 90.28 | 90.29 | 89.81 | 89.57 | 90.17 | 89.19 | 90.57 | 89.78 | 89.10 | 90.51 | 89.72 | 89.37 | 88.24 | 91.14 | 89.80 | 90.11 |
| 258 | 372 | 40 | 0.01 | 64 | 0.00001 | 36 | 1.000000e-08 | 0.000000e+00 | 87.90 | 89.97 | 89.99 | 89.10 | 89.19 | 88.75 | 90.74 | 90.34 | 89.54 | 90.02 | 90.00 | 91.44 | 89.22 | 89.89 | 90.12 | 89.28 | 91.03 | 90.45 | 91.70 | 89.53 | 88.42 | 89.76 | 89.16 | 90.42 | 90.45 | 88.79 |
| 259 | 372 | 40 | 0.01 | 64 | 0.00001 | 36 | 1.000000e-08 | 1.000000e-08 | 88.35 | 89.95 | 88.00 | 89.95 | 89.26 | 89.69 | 91.08 | 89.26 | 89.14 | 88.21 | 89.53 | 88.89 | 90.05 | 91.58 | 88.98 | 90.47 | 90.46 | 89.87 | 89.90 | 88.98 | 88.29 | 90.07 | 88.99 | 89.03 | 89.67 | 90.21 |
| 264 | 372 | 40 | 0.01 | 32 | 0.00001 | 48 | 0.000000e+00 | 0.000000e+00 | 88.10 | 90.92 | 88.98 | 87.39 | 89.04 | 89.96 | 88.84 | 88.50 | 89.28 | 88.67 | 89.36 | 89.21 | 87.96 | 88.87 | 88.31 | 87.78 | 90.86 | 88.95 | 90.26 | 88.96 | 88.10 | 90.14 | 88.99 | 88.95 | 88.33 | 87.20 |
| 265 | 372 | 40 | 0.01 | 32 | 0.00001 | 48 | 0.000000e+00 | 1.000000e-08 | 89.49 | 89.35 | 87.08 | 89.47 | 89.01 | 89.41 | 88.70 | 90.27 | 89.13 | 89.27 | 90.88 | 89.83 | 89.27 | 89.66 | 89.28 | 89.29 | 89.93 | 90.07 | 90.33 | 90.04 | 89.67 | 88.86 | 88.87 | 88.56 | 88.48 | 90.30 |
| 266 | 372 | 40 | 0.01 | 32 | 0.00001 | 48 | 1.000000e-08 | 0.000000e+00 | 87.31 | 90.79 | 87.90 | 90.05 | 89.19 | 89.35 | 88.48 | 89.66 | 89.64 | 89.52 | 89.80 | 88.50 | 88.02 | 89.68 | 88.78 | 89.15 | 88.70 | 88.96 | 90.10 | 89.04 | 89.11 | 88.68 | 88.82 | 88.52 | 89.57 | 88.11 |
| 267 | 372 | 40 | 0.01 | 32 | 0.00001 | 48 | 1.000000e-08 | 1.000000e-08 | 89.01 | 89.33 | 87.32 | 90.27 | 89.29 | 89.34 | 89.13 | 90.20 | 89.26 | 88.43 | 89.90 | 89.52 | 89.29 | 89.51 | 89.78 | 88.86 | 89.32 | 89.07 | 89.78 | 89.59 | 90.05 | 90.08 | 87.58 | 87.80 | 89.15 | 89.44 |
| 272 | 372 | 40 | 0.01 | 48 | 0.00001 | 48 | 0.000000e+00 | 0.000000e+00 | 89.59 | 89.53 | 89.17 | 88.13 | 88.49 | 89.32 | 86.93 | 89.10 | 90.38 | 89.45 | 89.17 | 91.02 | 89.10 | 88.84 | 88.66 | 87.25 | 90.34 | 90.33 | 89.84 | 89.57 | 89.16 | 89.44 | 88.81 | 88.04 | 87.89 | 88.66 |
| 273 | 372 | 40 | 0.01 | 48 | 0.00001 | 48 | 0.000000e+00 | 1.000000e-08 | 89.21 | 88.07 | 89.10 | 89.11 | 88.46 | 89.10 | 88.93 | 90.23 | 89.80 | 88.57 | 89.58 | 89.66 | 89.30 | 88.25 | 88.80 | 90.01 | 89.19 | 90.22 | 89.77 | 88.93 | 89.01 | 89.30 | 87.68 | 88.91 | 89.13 | 87.93 |
| 274 | 372 | 40 | 0.01 | 48 | 0.00001 | 48 | 1.000000e-08 | 0.000000e+00 | 88.57 | 89.39 | 89.52 | 89.97 | 90.00 | 90.09 | 88.86 | 89.40 | 89.48 | 89.73 | 90.53 | 90.30 | 88.99 | 89.83 | 88.21 | 88.83 | 89.52 | 88.95 | 90.30 | 89.56 | 87.59 | 90.04 | 88.62 | 88.42 | 88.66 | 87.47 |
| 275 | 372 | 40 | 0.01 | 48 | 0.00001 | 48 | 1.000000e-08 | 1.000000e-08 | 90.44 | 89.36 | 88.82 | 89.22 | 87.67 | 89.59 | 88.32 | 88.75 | 88.82 | 90.66 | 89.74 | 89.83 | 89.30 | 88.43 | 89.19 | 89.26 | 90.92 | 90.05 | 90.76 | 89.40 | 88.51 | 88.37 | 88.89 | 87.76 | 89.96 | 88.82 |
| 280 | 372 | 40 | 0.01 | 64 | 0.00001 | 48 | 0.000000e+00 | 0.000000e+00 | 86.58 | 88.83 | 86.04 | 87.18 | 87.86 | 89.11 | 89.63 | 88.81 | 88.61 | 89.92 | 89.53 | 89.09 | 89.13 | 87.74 | 89.38 | 88.62 | 89.53 | 89.50 | 88.95 | 89.08 | 87.44 | 89.68 | 86.99 | 87.94 | 88.03 | 89.47 |
| 281 | 372 | 40 | 0.01 | 64 | 0.00001 | 48 | 0.000000e+00 | 1.000000e-08 | 87.25 | 88.75 | 88.17 | 89.65 | 88.13 | 89.21 | 87.99 | 90.97 | 87.22 | 88.87 | 89.54 | 89.58 | 89.44 | 88.38 | 90.05 | 89.81 | 89.05 | 88.80 | 88.55 | 89.76 | 87.50 | 87.67 | 88.50 | 87.70 | 89.19 | 87.40 |
| 282 | 372 | 40 | 0.01 | 64 | 0.00001 | 48 | 1.000000e-08 | 0.000000e+00 | 89.17 | 88.33 | 89.31 | 90.43 | 89.30 | 89.62 | 88.37 | 89.80 | 89.14 | 89.22 | 89.43 | 88.13 | 87.07 | 89.95 | 88.99 | 89.08 | 88.79 | 89.73 | 90.80 | 90.17 | 89.01 | 88.93 | 87.26 | 88.74 | 88.81 | 86.82 |
| 283 | 372 | 40 | 0.01 | 64 | 0.00001 | 48 | 1.000000e-08 | 1.000000e-08 | 88.68 | 89.55 | 88.86 | 88.42 | 89.79 | 87.86 | 88.06 | 89.56 | 88.53 | 89.10 | 89.00 | 89.97 | 88.92 | 90.13 | 89.08 | 88.94 | 89.10 | 89.31 | 90.01 | 89.07 | 88.25 | 88.31 | 88.33 | 88.73 | 89.61 | 88.76 |
| input_size | output_size | learning_rate | batch_size | alpha | margin | l1_reg | l2_reg | mAP_test_abs_values | mAP_test_abs_values_2 | mAP_test_abs_values_3 | mAP_test_abs_values_4 | mAP_test_abs_values_5 | mAP_test_abs_values_6 | mAP_test_abs_values_7 | mAP_test_abs_values_8 | mAP_test_abs_values_9 | mAP_test_abs_values_10 | mAP_test_abs_values_11 | mAP_test_abs_values_12 | mAP_test_abs_values_13 | mAP_test_abs_values_14 | mAP_test_abs_values_15 | mAP_test_abs_values_16 | mAP_test_abs_values_17 | mAP_test_abs_values_18 | mAP_test_abs_values_19 | mAP_test_abs_values_20 | mAP_test_abs_values_21 | mAP_test_abs_values_22 | mAP_test_abs_values_23 | mAP_test_abs_values_24 | mAP_test_abs_values_25 | mAP_test_abs_values_26 | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 372 | 40 | 0.10 | 32 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 93.43 | 91.50 | 93.48 | 91.58 | 92.96 | 91.91 | 92.23 | 93.58 | 92.87 | 92.61 | 91.85 | 93.40 | 93.80 | 93.09 | 92.76 | 93.69 | 92.92 | 90.95 | 92.47 | 92.16 | 91.79 | 92.95 | 93.18 | 92.56 | 93.02 | 93.12 |
| 1 | 372 | 40 | 0.10 | 32 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 89.94 | 93.53 | 93.53 | 93.47 | 92.84 | 91.12 | 93.48 | 92.45 | 92.08 | 92.12 | 93.49 | 90.68 | 90.42 | 91.87 | 92.45 | 88.88 | 92.80 | 90.93 | 92.23 | 93.45 | 92.54 | 92.39 | 93.09 | 92.25 | 93.50 | 90.60 |
| 2 | 372 | 40 | 0.10 | 32 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 91.33 | 90.64 | 93.30 | 90.08 | 93.43 | 92.42 | 92.85 | 93.11 | 93.16 | 92.96 | 93.85 | 92.66 | 92.93 | 93.36 | 93.07 | 92.75 | 93.79 | 92.62 | 91.82 | 90.86 | 93.94 | 93.14 | 92.51 | 92.00 | 92.69 | 92.54 |
| 3 | 372 | 40 | 0.10 | 32 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 93.04 | 91.46 | 92.74 | 91.29 | 91.12 | 91.70 | 91.90 | 92.71 | 91.53 | 91.48 | 93.81 | 93.31 | 93.15 | 92.51 | 90.77 | 91.96 | 94.01 | 92.76 | 93.51 | 92.41 | 92.42 | 93.56 | 93.72 | 92.24 | 91.19 | 92.91 |
| 8 | 372 | 40 | 0.10 | 48 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 90.08 | 87.19 | 91.89 | 90.85 | 94.02 | 90.63 | 91.84 | 93.66 | 92.28 | 91.29 | 92.93 | 92.41 | 93.25 | 91.22 | 93.77 | 92.15 | 92.86 | 92.50 | 92.22 | 91.32 | 93.59 | 91.84 | 90.37 | 92.09 | 91.86 | 92.87 |
| 9 | 372 | 40 | 0.10 | 48 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 93.37 | 92.48 | 93.28 | 91.66 | 93.55 | 92.15 | 93.35 | 92.61 | 93.42 | 90.15 | 92.75 | 93.75 | 92.96 | 93.78 | 92.02 | 91.15 | 92.42 | 92.64 | 94.17 | 91.34 | 92.77 | 92.36 | 94.86 | 93.06 | 93.20 | 92.45 |
| 10 | 372 | 40 | 0.10 | 48 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 92.46 | 92.71 | 93.21 | 91.82 | 90.77 | 91.08 | 91.39 | 91.62 | 94.00 | 92.16 | 92.44 | 91.11 | 92.17 | 93.33 | 92.80 | 91.47 | 93.42 | 93.54 | 93.38 | 93.07 | 92.34 | 93.04 | 93.58 | 92.88 | 93.89 | 91.44 |
| 11 | 372 | 40 | 0.10 | 48 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 93.51 | 92.12 | 93.00 | 92.36 | 91.17 | 90.73 | 93.61 | 92.82 | 93.86 | 91.47 | 90.48 | 93.69 | 92.20 | 49.17 | 94.22 | 91.42 | 93.47 | 93.72 | 91.62 | 91.17 | 94.79 | 94.54 | 94.33 | 92.67 | 92.18 | 92.48 |
| 16 | 372 | 40 | 0.10 | 64 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 89.67 | 92.35 | 94.05 | 93.43 | 90.79 | 91.17 | 92.28 | 93.35 | 92.75 | 93.69 | 86.90 | 91.69 | 91.18 | 93.17 | 92.21 | 90.77 | 92.13 | 91.88 | 93.41 | 93.68 | 93.18 | 93.40 | 87.50 | 93.20 | 90.38 | 91.97 |
| 17 | 372 | 40 | 0.10 | 64 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 93.89 | 91.77 | 91.53 | 93.27 | 91.34 | 91.06 | 92.93 | 91.23 | 93.77 | 93.21 | 92.18 | 91.00 | 92.99 | 92.23 | 92.13 | 93.61 | 91.14 | 93.70 | 91.55 | 92.34 | 93.40 | 92.35 | 92.61 | 92.40 | 92.16 | 92.96 |
| 18 | 372 | 40 | 0.10 | 64 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 91.40 | 91.19 | 93.31 | 92.71 | 93.18 | 92.03 | 91.45 | 92.94 | 93.03 | 93.57 | 93.28 | 90.79 | 91.91 | 93.26 | 92.06 | 92.23 | 93.61 | 92.40 | 92.05 | 92.88 | 94.95 | 93.82 | 92.97 | 92.02 | 93.90 | 92.25 |
| 19 | 372 | 40 | 0.10 | 64 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 92.51 | 93.59 | 95.40 | 94.51 | 93.17 | 90.87 | 93.20 | 93.44 | 92.36 | 92.30 | 91.95 | 92.09 | 91.77 | 92.61 | 91.96 | 94.09 | 94.81 | 92.17 | 94.06 | 93.82 | 93.57 | 93.49 | 93.11 | 92.59 | 92.18 | 92.46 |
| 24 | 372 | 40 | 0.10 | 32 | 0.00100 | 36 | 0.000000e+00 | 0.000000e+00 | 91.90 | 92.08 | 91.79 | 93.34 | 90.73 | 93.18 | 93.24 | 93.77 | 92.03 | 92.16 | 93.56 | 94.06 | 92.52 | 93.75 | 92.14 | 92.74 | 92.72 | 92.16 | 49.17 | 91.14 | 93.00 | 92.87 | 94.13 | 93.04 | 93.06 | 91.75 |
| 25 | 372 | 40 | 0.10 | 32 | 0.00100 | 36 | 0.000000e+00 | 1.000000e-08 | 91.56 | 89.73 | 91.63 | 92.62 | 91.55 | 92.26 | 91.35 | 92.38 | 92.35 | 91.82 | 92.32 | 91.07 | 91.98 | 92.71 | 90.68 | 93.19 | 93.97 | 91.76 | 93.33 | 91.29 | 92.57 | 93.64 | 93.06 | 93.11 | 92.28 | 93.00 |
| 26 | 372 | 40 | 0.10 | 32 | 0.00100 | 36 | 1.000000e-08 | 0.000000e+00 | 91.28 | 90.49 | 90.82 | 91.94 | 91.90 | 90.93 | 93.18 | 92.12 | 90.44 | 92.51 | 91.61 | 91.51 | 90.80 | 93.25 | 91.23 | 92.01 | 93.38 | 91.99 | 89.90 | 89.44 | 92.63 | 91.71 | 92.83 | 89.92 | 92.61 | 91.33 |
| 27 | 372 | 40 | 0.10 | 32 | 0.00100 | 36 | 1.000000e-08 | 1.000000e-08 | 93.88 | 93.63 | 92.85 | 93.05 | 93.12 | 89.50 | 90.69 | 90.03 | 93.74 | 89.33 | 94.33 | 91.47 | 93.59 | 93.41 | 90.62 | 90.79 | 92.14 | 92.41 | 92.96 | 91.74 | 95.12 | 91.78 | 94.00 | 92.58 | 93.45 | 92.53 |
| 32 | 372 | 40 | 0.10 | 48 | 0.00100 | 36 | 0.000000e+00 | 0.000000e+00 | 93.74 | 91.81 | 92.99 | 93.23 | 92.43 | 91.04 | 94.79 | 92.82 | 93.07 | 93.73 | 90.65 | 92.85 | 94.28 | 93.41 | 93.36 | 93.29 | 92.29 | 93.06 | 90.60 | 91.48 | 93.34 | 93.66 | 93.31 | 93.37 | 93.41 | 90.41 |
| 33 | 372 | 40 | 0.10 | 48 | 0.00100 | 36 | 0.000000e+00 | 1.000000e-08 | 92.51 | 91.85 | 92.20 | 92.48 | 92.35 | 92.14 | 92.54 | 90.24 | 91.84 | 93.19 | 94.02 | 90.60 | 92.03 | 93.01 | 90.33 | 92.72 | 94.51 | 93.56 | 93.16 | 91.63 | 92.96 | 93.50 | 93.91 | 92.45 | 93.27 | 90.37 |
| 34 | 372 | 40 | 0.10 | 48 | 0.00100 | 36 | 1.000000e-08 | 0.000000e+00 | 92.13 | 91.54 | 92.98 | 91.53 | 94.02 | 92.08 | 92.13 | 89.28 | 91.21 | 92.20 | 92.53 | 90.84 | 94.47 | 92.74 | 91.81 | 91.93 | 92.42 | 91.30 | 92.22 | 92.49 | 92.46 | 92.49 | 94.33 | 91.63 | 91.81 | 91.44 |
| 35 | 372 | 40 | 0.10 | 48 | 0.00100 | 36 | 1.000000e-08 | 1.000000e-08 | 92.52 | 92.23 | 92.69 | 94.01 | 93.79 | 91.84 | 91.11 | 92.13 | 92.58 | 92.08 | 91.43 | 92.29 | 93.30 | 92.46 | 90.42 | 92.82 | 94.10 | 93.83 | 92.28 | 91.08 | 92.97 | 92.96 | 93.46 | 92.99 | 91.72 | 91.84 |
| 40 | 372 | 40 | 0.10 | 64 | 0.00100 | 36 | 0.000000e+00 | 0.000000e+00 | 91.94 | 91.86 | 89.91 | 92.41 | 92.76 | 91.43 | 91.44 | 92.84 | 92.91 | 92.33 | 92.43 | 92.42 | 89.16 | 92.34 | 91.62 | 90.58 | 92.36 | 91.82 | 93.02 | 92.36 | 92.69 | 93.63 | 92.56 | 91.65 | 91.03 | 93.35 |
| 41 | 372 | 40 | 0.10 | 64 | 0.00100 | 36 | 0.000000e+00 | 1.000000e-08 | 92.32 | 92.66 | 93.99 | 92.23 | 93.95 | 92.55 | 93.95 | 92.81 | 93.09 | 93.25 | 91.11 | 92.41 | 91.74 | 93.60 | 91.32 | 93.01 | 91.53 | 93.37 | 93.60 | 93.51 | 94.09 | 91.75 | 92.62 | 92.81 | 92.18 | 92.75 |
| 42 | 372 | 40 | 0.10 | 64 | 0.00100 | 36 | 1.000000e-08 | 0.000000e+00 | 89.79 | 92.82 | 89.45 | 92.13 | 93.43 | 89.98 | 92.06 | 93.27 | 93.24 | 92.64 | 94.96 | 93.65 | 90.60 | 91.41 | 90.51 | 92.99 | 92.95 | 91.56 | 92.62 | 92.24 | 92.91 | 91.30 | 93.55 | 92.13 | 92.60 | 91.64 |
| 43 | 372 | 40 | 0.10 | 64 | 0.00100 | 36 | 1.000000e-08 | 1.000000e-08 | 90.18 | 92.99 | 94.40 | 93.24 | 92.19 | 89.90 | 92.58 | 93.37 | 94.13 | 92.08 | 93.76 | 91.61 | 86.48 | 93.33 | 92.39 | 94.43 | 93.14 | 91.79 | 91.82 | 93.46 | 94.85 | 93.75 | 94.17 | 91.35 | 93.73 | 91.93 |
| 48 | 372 | 40 | 0.10 | 32 | 0.00100 | 48 | 0.000000e+00 | 0.000000e+00 | 91.57 | 89.91 | 92.54 | 91.89 | 90.51 | 89.97 | 90.19 | 92.63 | 90.84 | 89.91 | 90.34 | 91.36 | 92.55 | 92.62 | 92.96 | 90.42 | 91.13 | 91.43 | 91.55 | 91.42 | 93.19 | 92.91 | 92.97 | 92.83 | 91.95 | 93.54 |
| 49 | 372 | 40 | 0.10 | 32 | 0.00100 | 48 | 0.000000e+00 | 1.000000e-08 | 92.45 | 92.15 | 94.02 | 93.71 | 92.67 | 92.82 | 91.89 | 92.27 | 92.97 | 94.77 | 92.11 | 92.57 | 94.84 | 93.79 | 92.46 | 93.02 | 92.78 | 92.78 | 94.18 | 92.16 | 92.50 | 93.38 | 92.73 | 93.53 | 92.36 | 92.19 |
| 50 | 372 | 40 | 0.10 | 32 | 0.00100 | 48 | 1.000000e-08 | 0.000000e+00 | 90.97 | 93.16 | 93.09 | 92.31 | 92.17 | 90.77 | 93.22 | 93.04 | 93.46 | 93.70 | 93.37 | 92.19 | 91.43 | 92.38 | 93.33 | 92.21 | 92.07 | 91.50 | 92.66 | 93.40 | 92.18 | 93.58 | 93.54 | 92.09 | 93.58 | 93.75 |
| 51 | 372 | 40 | 0.10 | 32 | 0.00100 | 48 | 1.000000e-08 | 1.000000e-08 | 91.92 | 92.55 | 93.16 | 92.69 | 91.38 | 91.15 | 91.26 | 91.66 | 93.21 | 93.33 | 91.71 | 92.25 | 93.02 | 91.58 | 91.69 | 94.17 | 93.04 | 90.18 | 90.32 | 92.08 | 92.96 | 93.32 | 91.54 | 94.26 | 92.10 | 91.60 |
| 56 | 372 | 40 | 0.10 | 48 | 0.00100 | 48 | 0.000000e+00 | 0.000000e+00 | 92.94 | 87.84 | 92.70 | 91.42 | 92.30 | 90.41 | 93.88 | 92.00 | 92.91 | 93.66 | 91.65 | 92.65 | 93.28 | 92.27 | 91.28 | 92.51 | 91.84 | 94.15 | 92.65 | 93.27 | 93.25 | 92.26 | 92.32 | 93.29 | 94.07 | 92.72 |
| 57 | 372 | 40 | 0.10 | 48 | 0.00100 | 48 | 0.000000e+00 | 1.000000e-08 | 92.01 | 92.87 | 91.67 | 93.85 | 92.55 | 92.90 | 93.43 | 90.52 | 93.43 | 94.02 | 92.45 | 92.09 | 92.83 | 93.00 | 90.90 | 92.06 | 92.23 | 93.31 | 93.26 | 92.64 | 94.17 | 94.36 | 94.10 | 93.26 | 93.92 | 91.55 |
| 58 | 372 | 40 | 0.10 | 48 | 0.00100 | 48 | 1.000000e-08 | 0.000000e+00 | 94.01 | 92.83 | 92.97 | 93.34 | 92.09 | 93.46 | 92.24 | 91.89 | 91.96 | 91.90 | 91.56 | 92.71 | 94.83 | 91.84 | 91.42 | 92.71 | 91.68 | 93.44 | 91.41 | 92.92 | 94.47 | 92.64 | 93.76 | 91.41 | 93.12 | 93.14 |
| 59 | 372 | 40 | 0.10 | 48 | 0.00100 | 48 | 1.000000e-08 | 1.000000e-08 | 92.14 | 92.43 | 93.15 | 91.60 | 93.41 | 92.57 | 92.81 | 93.78 | 93.27 | 92.05 | 91.15 | 91.06 | 91.95 | 92.97 | 90.46 | 92.32 | 93.88 | 91.99 | 92.82 | 91.54 | 93.44 | 93.77 | 93.99 | 92.13 | 92.70 | 93.64 |
| 64 | 372 | 40 | 0.10 | 64 | 0.00100 | 48 | 0.000000e+00 | 0.000000e+00 | 91.85 | 88.72 | 92.68 | 88.85 | 92.74 | 91.03 | 92.40 | 91.80 | 72.61 | 91.41 | 92.33 | 92.57 | 94.38 | 94.32 | 93.66 | 93.96 | 91.71 | 92.65 | 92.50 | 93.01 | 93.75 | 94.52 | 93.25 | 92.46 | 93.58 | 93.01 |
| 65 | 372 | 40 | 0.10 | 64 | 0.00100 | 48 | 0.000000e+00 | 1.000000e-08 | 93.28 | 92.63 | 92.84 | 90.90 | 93.41 | 91.21 | 92.66 | 92.61 | 93.20 | 93.44 | 92.01 | 91.30 | 93.90 | 92.76 | 91.29 | 92.48 | 94.71 | 93.55 | 91.27 | 91.70 | 93.97 | 93.15 | 94.29 | 91.47 | 91.35 | 93.47 |
| 66 | 372 | 40 | 0.10 | 64 | 0.00100 | 48 | 1.000000e-08 | 0.000000e+00 | 93.09 | 91.49 | 94.21 | 93.56 | 92.00 | 90.16 | 91.35 | 93.62 | 93.36 | 92.47 | 93.26 | 90.29 | 94.02 | 92.86 | 92.88 | 92.48 | 91.98 | 92.38 | 93.28 | 91.43 | 92.36 | 93.97 | 94.11 | 92.55 | 93.20 | 93.06 |
| 67 | 372 | 40 | 0.10 | 64 | 0.00100 | 48 | 1.000000e-08 | 1.000000e-08 | 91.99 | 92.09 | 92.81 | 92.59 | 93.77 | 91.03 | 93.26 | 92.75 | 92.11 | 93.25 | 92.02 | 92.49 | 92.49 | 93.09 | 91.38 | 93.23 | 93.22 | 91.20 | 93.22 | 92.28 | 93.22 | 92.13 | 91.86 | 91.30 | 93.99 | 90.53 |
| 72 | 372 | 40 | 0.10 | 32 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 91.59 | 91.55 | 91.77 | 92.33 | 93.19 | 90.98 | 91.77 | 91.82 | 91.53 | 93.16 | 90.11 | 91.31 | 91.78 | 91.08 | 92.86 | 92.24 | 92.72 | 91.65 | 92.46 | 92.32 | 93.87 | 93.02 | 92.57 | 93.48 | 92.32 | 93.13 |
| 73 | 372 | 40 | 0.10 | 32 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 91.22 | 92.16 | 90.71 | 92.46 | 93.00 | 92.00 | 92.40 | 93.26 | 91.58 | 93.81 | 93.43 | 92.72 | 93.44 | 93.52 | 90.94 | 92.41 | 92.37 | 92.57 | 92.69 | 90.61 | 94.06 | 94.20 | 93.47 | 92.60 | 91.40 | 93.20 |
| 74 | 372 | 40 | 0.10 | 32 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 94.72 | 94.95 | 93.09 | 92.47 | 92.63 | 92.83 | 90.35 | 91.58 | 93.01 | 92.53 | 90.99 | 90.91 | 93.99 | 93.00 | 92.55 | 93.84 | 92.09 | 93.99 | 91.60 | 92.09 | 94.26 | 93.99 | 94.61 | 92.90 | 92.24 | 91.15 |
| 75 | 372 | 40 | 0.10 | 32 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 92.41 | 93.65 | 93.45 | 92.81 | 94.56 | 93.30 | 91.03 | 92.41 | 94.53 | 92.53 | 91.83 | 91.45 | 93.51 | 93.32 | 91.72 | 92.54 | 93.45 | 91.20 | 89.74 | 90.03 | 94.85 | 92.64 | 94.29 | 91.56 | 92.17 | 92.03 |
| 80 | 372 | 40 | 0.10 | 48 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 92.03 | 93.62 | 91.83 | 91.81 | 93.16 | 90.13 | 89.97 | 90.11 | 92.22 | 93.81 | 92.36 | 93.18 | 93.33 | 94.46 | 94.48 | 92.57 | 92.77 | 93.25 | 93.91 | 91.39 | 93.30 | 92.69 | 93.18 | 92.57 | 92.94 | 92.48 |
| 81 | 372 | 40 | 0.10 | 48 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 92.18 | 91.96 | 95.09 | 93.21 | 93.42 | 92.85 | 93.24 | 92.77 | 95.02 | 93.03 | 92.67 | 92.19 | 93.66 | 93.74 | 92.49 | 92.95 | 92.70 | 92.52 | 91.93 | 92.51 | 94.01 | 91.88 | 93.67 | 90.60 | 93.29 | 93.15 |
| 82 | 372 | 40 | 0.10 | 48 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 94.06 | 92.85 | 93.48 | 92.19 | 94.77 | 91.25 | 91.78 | 92.60 | 93.98 | 90.78 | 91.90 | 92.31 | 91.40 | 91.05 | 92.06 | 94.08 | 91.55 | 92.81 | 93.24 | 92.86 | 90.72 | 92.15 | 93.98 | 92.70 | 93.31 | 92.37 |
| 83 | 372 | 40 | 0.10 | 48 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 93.06 | 91.43 | 92.33 | 93.43 | 93.76 | 92.71 | 92.33 | 92.08 | 92.70 | 92.27 | 92.04 | 92.28 | 91.76 | 95.70 | 92.02 | 93.46 | 92.94 | 92.55 | 92.88 | 93.00 | 92.17 | 94.20 | 95.88 | 93.90 | 93.13 | 93.90 |
| 88 | 372 | 40 | 0.10 | 64 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 93.24 | 91.66 | 91.91 | 92.85 | 92.83 | 90.66 | 92.41 | 93.47 | 92.28 | 91.66 | 91.67 | 92.57 | 91.79 | 92.83 | 91.52 | 92.52 | 92.85 | 92.89 | 93.99 | 92.69 | 92.71 | 91.94 | 89.74 | 93.52 | 89.93 | 94.27 |
| 89 | 372 | 40 | 0.10 | 64 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 93.42 | 92.50 | 93.05 | 93.31 | 91.91 | 90.47 | 93.15 | 91.61 | 93.39 | 91.44 | 93.08 | 92.68 | 92.13 | 92.07 | 92.64 | 92.28 | 92.77 | 93.19 | 93.36 | 91.29 | 93.18 | 93.37 | 92.65 | 92.19 | 92.57 | 92.73 |
| 90 | 372 | 40 | 0.10 | 64 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 92.06 | 90.27 | 90.46 | 91.91 | 93.78 | 90.53 | 93.15 | 92.26 | 90.16 | 91.30 | 92.39 | 91.23 | 91.06 | 94.65 | 91.36 | 94.37 | 93.66 | 92.80 | 93.22 | 90.78 | 92.23 | 92.33 | 94.66 | 92.17 | 90.59 | 90.33 |
| 91 | 372 | 40 | 0.10 | 64 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 93.20 | 92.82 | 92.97 | 92.48 | 93.16 | 93.11 | 93.22 | 91.64 | 91.57 | 92.15 | 93.66 | 92.88 | 92.77 | 93.73 | 92.81 | 92.31 | 92.91 | 94.46 | 93.07 | 92.94 | 93.45 | 92.85 | 93.12 | 92.76 | 92.13 | 94.01 |
| 96 | 372 | 40 | 0.10 | 32 | 0.00001 | 36 | 0.000000e+00 | 0.000000e+00 | 91.73 | 91.08 | 93.70 | 93.50 | 94.21 | 91.01 | 92.82 | 93.53 | 93.50 | 92.84 | 91.59 | 93.14 | 92.58 | 95.81 | 93.15 | 92.19 | 92.12 | 92.37 | 92.81 | 92.18 | 94.31 | 94.29 | 95.38 | 92.25 | 92.80 | 91.55 |
| 97 | 372 | 40 | 0.10 | 32 | 0.00001 | 36 | 0.000000e+00 | 1.000000e-08 | 93.02 | 91.48 | 93.24 | 94.07 | 93.13 | 92.30 | 92.77 | 92.29 | 91.29 | 94.35 | 93.90 | 92.69 | 94.39 | 93.59 | 92.28 | 94.04 | 93.41 | 91.89 | 93.03 | 89.91 | 92.91 | 92.92 | 91.79 | 93.69 | 93.12 | 92.57 |
| 98 | 372 | 40 | 0.10 | 32 | 0.00001 | 36 | 1.000000e-08 | 0.000000e+00 | 93.56 | 91.54 | 92.21 | 92.80 | 92.12 | 91.86 | 91.67 | 93.76 | 91.75 | 94.18 | 90.57 | 93.75 | 93.41 | 91.85 | 91.67 | 93.25 | 93.43 | 91.69 | 92.64 | 91.15 | 93.46 | 91.68 | 92.97 | 93.85 | 94.15 | 92.27 |
| 99 | 372 | 40 | 0.10 | 32 | 0.00001 | 36 | 1.000000e-08 | 1.000000e-08 | 92.52 | 91.95 | 94.77 | 92.64 | 94.05 | 92.54 | 92.97 | 93.68 | 91.85 | 92.81 | 91.94 | 92.33 | 93.03 | 92.14 | 93.15 | 92.06 | 93.00 | 93.38 | 92.25 | 91.86 | 94.33 | 93.29 | 94.32 | 93.95 | 90.84 | 91.60 |
| 104 | 372 | 40 | 0.10 | 48 | 0.00001 | 36 | 0.000000e+00 | 0.000000e+00 | 92.37 | 91.87 | 92.37 | 91.17 | 92.73 | 92.25 | 90.97 | 92.40 | 91.80 | 91.90 | 91.81 | 93.02 | 90.03 | 92.52 | 90.46 | 91.46 | 92.19 | 93.65 | 93.75 | 93.02 | 91.46 | 91.27 | 93.62 | 92.93 | 92.35 | 92.69 |
| 105 | 372 | 40 | 0.10 | 48 | 0.00001 | 36 | 0.000000e+00 | 1.000000e-08 | 92.21 | 91.77 | 93.55 | 92.93 | 93.24 | 90.55 | 91.43 | 92.53 | 90.81 | 91.95 | 92.29 | 93.48 | 91.83 | 91.25 | 90.69 | 93.37 | 92.61 | 93.51 | 93.94 | 93.20 | 94.75 | 92.74 | 93.40 | 93.42 | 93.11 | 92.09 |
| 106 | 372 | 40 | 0.10 | 48 | 0.00001 | 36 | 1.000000e-08 | 0.000000e+00 | 92.40 | 93.34 | 92.85 | 90.92 | 91.48 | 92.90 | 90.81 | 93.85 | 94.06 | 93.09 | 90.80 | 90.68 | 92.60 | 92.50 | 91.87 | 93.79 | 90.86 | 93.99 | 93.56 | 94.16 | 92.34 | 93.92 | 95.00 | 92.31 | 92.01 | 90.41 |
| 107 | 372 | 40 | 0.10 | 48 | 0.00001 | 36 | 1.000000e-08 | 1.000000e-08 | 93.39 | 94.90 | 93.52 | 92.92 | 93.82 | 92.55 | 93.21 | 93.10 | 93.40 | 93.59 | 91.63 | 92.39 | 91.96 | 92.42 | 93.06 | 93.37 | 91.56 | 93.84 | 92.40 | 92.03 | 93.40 | 92.46 | 93.93 | 93.00 | 93.20 | 92.42 |
| 112 | 372 | 40 | 0.10 | 64 | 0.00001 | 36 | 0.000000e+00 | 0.000000e+00 | 89.52 | 92.64 | 91.78 | 90.84 | 93.26 | 90.09 | 91.96 | 90.48 | 92.68 | 92.61 | 91.78 | 92.80 | 92.60 | 92.02 | 92.44 | 92.65 | 91.86 | 92.49 | 92.33 | 91.71 | 94.10 | 93.09 | 92.24 | 93.05 | 94.37 | 93.20 |
| 113 | 372 | 40 | 0.10 | 64 | 0.00001 | 36 | 0.000000e+00 | 1.000000e-08 | 92.54 | 93.09 | 94.68 | 92.23 | 94.44 | 92.62 | 92.50 | 92.09 | 93.30 | 93.31 | 93.04 | 92.81 | 92.81 | 94.87 | 91.92 | 92.09 | 92.91 | 92.03 | 93.82 | 92.33 | 93.56 | 92.16 | 93.24 | 93.17 | 93.10 | 93.54 |
| 114 | 372 | 40 | 0.10 | 64 | 0.00001 | 36 | 1.000000e-08 | 0.000000e+00 | 91.70 | 91.62 | 93.91 | 93.80 | 93.88 | 89.94 | 90.62 | 93.74 | 91.68 | 90.01 | 92.12 | 92.48 | 91.87 | 90.94 | 91.71 | 92.04 | 93.18 | 92.99 | 92.27 | 91.05 | 93.89 | 93.87 | 93.54 | 92.87 | 93.28 | 91.64 |
| 115 | 372 | 40 | 0.10 | 64 | 0.00001 | 36 | 1.000000e-08 | 1.000000e-08 | 92.51 | 93.50 | 93.45 | 92.13 | 94.83 | 91.48 | 92.13 | 94.08 | 94.03 | 91.75 | 93.12 | 92.88 | 92.33 | 92.73 | 94.72 | 93.40 | 93.02 | 94.53 | 92.86 | 93.69 | 93.34 | 93.04 | 93.44 | 92.10 | 92.33 | 93.08 |
| 120 | 372 | 40 | 0.10 | 32 | 0.00001 | 48 | 0.000000e+00 | 0.000000e+00 | 91.99 | 90.92 | 92.40 | 91.29 | 90.86 | 90.83 | 91.79 | 93.78 | 94.39 | 91.14 | 90.49 | 89.74 | 91.24 | 92.83 | 92.13 | 93.05 | 94.12 | 91.51 | 92.49 | 91.93 | 93.01 | 93.63 | 92.73 | 92.11 | 92.55 | 92.62 |
| 121 | 372 | 40 | 0.10 | 32 | 0.00001 | 48 | 0.000000e+00 | 1.000000e-08 | 92.69 | 93.04 | 94.01 | 92.16 | 91.52 | 92.51 | 93.27 | 92.62 | 91.99 | 92.65 | 90.84 | 92.11 | 93.46 | 93.96 | 91.87 | 92.27 | 92.16 | 91.15 | 92.48 | 92.52 | 93.22 | 93.46 | 94.63 | 94.16 | 92.48 | 92.82 |
| 122 | 372 | 40 | 0.10 | 32 | 0.00001 | 48 | 1.000000e-08 | 0.000000e+00 | 91.84 | 92.01 | 92.94 | 90.89 | 92.57 | 92.43 | 92.15 | 92.04 | 91.02 | 93.04 | 92.52 | 90.78 | 92.73 | 91.47 | 90.52 | 92.50 | 91.38 | 91.84 | 92.89 | 92.39 | 92.20 | 93.34 | 93.18 | 92.29 | 91.87 | 92.49 |
| 123 | 372 | 40 | 0.10 | 32 | 0.00001 | 48 | 1.000000e-08 | 1.000000e-08 | 92.94 | 91.82 | 93.65 | 91.04 | 93.87 | 91.62 | 93.00 | 91.12 | 92.04 | 93.33 | 92.89 | 92.21 | 92.50 | 92.83 | 91.65 | 91.71 | 90.42 | 90.59 | 93.59 | 92.86 | 92.71 | 93.59 | 94.01 | 92.41 | 93.15 | 92.30 |
| 128 | 372 | 40 | 0.10 | 48 | 0.00001 | 48 | 0.000000e+00 | 0.000000e+00 | 93.10 | 92.49 | 92.54 | 92.81 | 93.71 | 90.75 | 90.26 | 92.43 | 92.55 | 91.16 | 93.03 | 91.30 | 93.36 | 93.06 | 91.99 | 92.66 | 94.49 | 92.89 | 93.44 | 92.85 | 93.17 | 92.45 | 91.43 | 91.19 | 91.66 | 94.12 |
| 129 | 372 | 40 | 0.10 | 48 | 0.00001 | 48 | 0.000000e+00 | 1.000000e-08 | 92.86 | 90.73 | 94.20 | 92.93 | 92.46 | 90.70 | 91.88 | 91.84 | 91.57 | 91.83 | 92.58 | 91.87 | 93.13 | 91.80 | 92.85 | 91.44 | 92.56 | 92.58 | 90.99 | 92.19 | 93.46 | 92.92 | 93.74 | 92.02 | 92.78 | 92.62 |
| 130 | 372 | 40 | 0.10 | 48 | 0.00001 | 48 | 1.000000e-08 | 0.000000e+00 | 92.95 | 93.53 | 92.26 | 92.74 | 92.08 | 90.74 | 94.07 | 92.99 | 92.97 | 94.27 | 93.44 | 91.71 | 92.80 | 91.76 | 91.19 | 92.04 | 92.71 | 92.04 | 92.27 | 90.85 | 93.89 | 93.75 | 93.37 | 91.07 | 93.30 | 92.19 |
| 131 | 372 | 40 | 0.10 | 48 | 0.00001 | 48 | 1.000000e-08 | 1.000000e-08 | 91.82 | 91.80 | 92.65 | 91.98 | 93.92 | 92.73 | 90.80 | 93.65 | 91.78 | 92.79 | 92.78 | 91.37 | 91.82 | 94.00 | 93.04 | 91.62 | 91.80 | 92.94 | 91.93 | 93.11 | 94.36 | 94.86 | 93.89 | 93.47 | 94.09 | 92.48 |
| 136 | 372 | 40 | 0.10 | 64 | 0.00001 | 48 | 0.000000e+00 | 0.000000e+00 | 93.04 | 93.10 | 92.53 | 93.73 | 91.48 | 90.81 | 93.33 | 92.09 | 92.16 | 93.17 | 90.53 | 91.59 | 93.34 | 92.22 | 92.32 | 93.63 | 91.85 | 93.01 | 90.92 | 92.59 | 94.09 | 93.42 | 94.12 | 93.20 | 92.45 | 92.25 |
| 137 | 372 | 40 | 0.10 | 64 | 0.00001 | 48 | 0.000000e+00 | 1.000000e-08 | 92.85 | 93.53 | 94.04 | 93.09 | 93.28 | 90.57 | 92.51 | 91.70 | 91.75 | 92.34 | 92.25 | 92.61 | 92.73 | 91.76 | 94.36 | 93.79 | 94.66 | 94.73 | 93.26 | 92.70 | 94.38 | 94.10 | 92.31 | 91.09 | 92.81 | 92.77 |
| 138 | 372 | 40 | 0.10 | 64 | 0.00001 | 48 | 1.000000e-08 | 0.000000e+00 | 91.73 | 92.84 | 92.35 | 92.35 | 93.94 | 92.29 | 93.47 | 93.98 | 92.46 | 91.64 | 90.64 | 90.97 | 92.86 | 89.89 | 92.29 | 95.05 | 93.77 | 94.10 | 93.13 | 93.80 | 94.12 | 91.87 | 94.63 | 94.63 | 94.47 | 92.76 |
| 139 | 372 | 40 | 0.10 | 64 | 0.00001 | 48 | 1.000000e-08 | 1.000000e-08 | 92.45 | 91.08 | 93.86 | 91.47 | 91.53 | 92.17 | 90.96 | 93.40 | 93.38 | 92.63 | 90.11 | 91.90 | 92.30 | 91.75 | 92.27 | 93.53 | 92.60 | 92.27 | 91.73 | 91.71 | 94.10 | 93.44 | 92.18 | 92.74 | 94.69 | 91.53 |
| 144 | 372 | 40 | 0.01 | 32 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 92.74 | 90.31 | 89.69 | 90.78 | 90.80 | 89.84 | 91.87 | 91.62 | 87.76 | 93.52 | 92.00 | 89.80 | 87.07 | 90.88 | 91.34 | 91.08 | 90.72 | 91.68 | 90.85 | 90.21 | 91.90 | 93.35 | 90.69 | 91.48 | 92.30 | 88.66 |
| 145 | 372 | 40 | 0.01 | 32 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 91.32 | 90.94 | 88.96 | 89.78 | 91.47 | 92.81 | 92.99 | 90.67 | 91.38 | 90.38 | 91.65 | 89.87 | 90.05 | 91.69 | 90.76 | 90.35 | 92.05 | 91.48 | 91.93 | 92.56 | 92.52 | 91.93 | 92.40 | 92.67 | 93.18 | 91.37 |
| 146 | 372 | 40 | 0.01 | 32 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 92.31 | 91.24 | 92.30 | 90.99 | 92.65 | 90.16 | 90.68 | 90.14 | 91.48 | 91.56 | 91.04 | 90.64 | 92.74 | 93.02 | 91.99 | 89.77 | 91.34 | 92.29 | 91.61 | 91.32 | 91.46 | 91.65 | 93.74 | 92.46 | 91.91 | 91.58 |
| 147 | 372 | 40 | 0.01 | 32 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 93.08 | 90.91 | 92.50 | 91.80 | 90.81 | 92.02 | 93.26 | 90.32 | 92.52 | 91.03 | 93.09 | 93.63 | 92.08 | 92.93 | 92.27 | 89.72 | 93.46 | 91.02 | 91.05 | 90.76 | 91.25 | 93.32 | 92.83 | 91.90 | 92.11 | 90.78 |
| 152 | 372 | 40 | 0.01 | 48 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 95.32 | 92.28 | 93.53 | 91.63 | 93.38 | 91.13 | 91.84 | 92.42 | 93.03 | 92.39 | 94.26 | 92.97 | 92.91 | 92.30 | 92.83 | 92.49 | 92.44 | 93.55 | 93.71 | 93.07 | 93.10 | 92.84 | 93.02 | 93.86 | 92.88 | 90.88 |
| 153 | 372 | 40 | 0.01 | 48 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 91.41 | 91.22 | 92.50 | 91.31 | 91.75 | 90.73 | 92.43 | 93.09 | 92.06 | 91.30 | 92.10 | 91.68 | 91.06 | 91.49 | 91.46 | 92.18 | 91.96 | 91.68 | 95.18 | 91.78 | 94.43 | 91.94 | 93.84 | 91.78 | 92.55 | 91.12 |
| 154 | 372 | 40 | 0.01 | 48 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 91.05 | 91.40 | 93.23 | 91.16 | 92.24 | 92.44 | 90.83 | 89.14 | 91.89 | 92.04 | 92.21 | 91.98 | 90.32 | 91.53 | 92.05 | 91.85 | 91.05 | 92.62 | 94.36 | 90.97 | 93.01 | 93.70 | 92.41 | 92.28 | 93.22 | 92.67 |
| 155 | 372 | 40 | 0.01 | 48 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 92.80 | 93.38 | 93.06 | 91.62 | 89.99 | 91.60 | 90.84 | 91.36 | 90.53 | 90.91 | 90.70 | 91.83 | 89.89 | 93.95 | 90.32 | 91.82 | 90.20 | 92.14 | 92.35 | 91.84 | 91.91 | 92.10 | 94.94 | 90.86 | 91.94 | 90.98 |
| 160 | 372 | 40 | 0.01 | 64 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 92.27 | 92.96 | 91.41 | 91.57 | 94.05 | 93.10 | 92.74 | 91.35 | 90.35 | 92.06 | 92.90 | 92.80 | 91.31 | 94.33 | 89.71 | 89.96 | 91.68 | 90.67 | 94.63 | 91.39 | 94.25 | 93.18 | 93.36 | 91.47 | 93.57 | 91.25 |
| 161 | 372 | 40 | 0.01 | 64 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 91.63 | 93.18 | 93.62 | 92.05 | 93.37 | 93.18 | 90.98 | 91.60 | 92.02 | 92.48 | 90.06 | 91.86 | 91.65 | 92.40 | 93.06 | 91.42 | 90.25 | 92.81 | 93.02 | 92.44 | 92.46 | 94.22 | 92.47 | 93.66 | 91.65 | 90.17 |
| 162 | 372 | 40 | 0.01 | 64 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 91.80 | 92.24 | 91.98 | 93.02 | 92.97 | 92.77 | 92.48 | 90.13 | 91.30 | 90.71 | 93.81 | 92.00 | 92.60 | 93.25 | 90.92 | 91.45 | 92.59 | 91.84 | 93.37 | 91.93 | 94.22 | 92.67 | 92.96 | 93.23 | 92.84 | 92.90 |
| 163 | 372 | 40 | 0.01 | 64 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 90.39 | 91.73 | 93.97 | 91.24 | 92.08 | 91.93 | 92.57 | 92.17 | 90.36 | 91.17 | 93.82 | 90.42 | 92.48 | 93.17 | 91.69 | 93.24 | 92.64 | 93.11 | 93.24 | 93.07 | 93.16 | 92.66 | 92.34 | 91.29 | 92.78 | 92.92 |
| 168 | 372 | 40 | 0.01 | 32 | 0.00100 | 36 | 0.000000e+00 | 0.000000e+00 | 90.82 | 91.72 | 91.89 | 90.95 | 90.60 | 90.25 | 90.35 | 91.45 | 89.77 | 91.02 | 89.96 | 90.20 | 89.17 | 89.37 | 91.45 | 91.30 | 91.08 | 90.36 | 90.92 | 89.01 | 91.71 | 90.56 | 90.82 | 92.20 | 90.87 | 89.92 |
| 169 | 372 | 40 | 0.01 | 32 | 0.00100 | 36 | 0.000000e+00 | 1.000000e-08 | 90.07 | 92.23 | 90.41 | 92.15 | 89.07 | 89.97 | 93.12 | 91.59 | 91.56 | 90.34 | 91.25 | 88.39 | 91.34 | 91.97 | 91.09 | 92.50 | 91.15 | 92.88 | 91.35 | 92.56 | 93.55 | 91.07 | 93.62 | 92.58 | 90.49 | 90.25 |
| 170 | 372 | 40 | 0.01 | 32 | 0.00100 | 36 | 1.000000e-08 | 0.000000e+00 | 91.01 | 90.28 | 89.56 | 90.36 | 92.24 | 90.59 | 92.06 | 92.01 | 91.69 | 89.55 | 88.38 | 88.82 | 89.42 | 91.34 | 90.47 | 90.42 | 92.28 | 92.00 | 91.45 | 90.19 | 92.37 | 91.66 | 91.32 | 91.66 | 90.83 | 91.30 |
| 171 | 372 | 40 | 0.01 | 32 | 0.00100 | 36 | 1.000000e-08 | 1.000000e-08 | 90.41 | 90.58 | 91.59 | 89.97 | 91.47 | 91.90 | 91.82 | 91.64 | 91.09 | 91.93 | 91.29 | 88.30 | 90.78 | 89.56 | 92.21 | 91.76 | 92.52 | 93.08 | 91.56 | 90.50 | 92.31 | 91.64 | 92.32 | 91.51 | 90.46 | 91.49 |
| 176 | 372 | 40 | 0.01 | 48 | 0.00100 | 36 | 0.000000e+00 | 0.000000e+00 | 91.73 | 92.13 | 91.72 | 91.19 | 92.90 | 91.65 | 89.73 | 92.13 | 89.88 | 91.67 | 92.71 | 90.15 | 90.57 | 91.62 | 91.08 | 89.88 | 93.70 | 92.31 | 91.07 | 93.37 | 93.73 | 92.53 | 91.99 | 91.29 | 89.98 | 90.90 |
| 177 | 372 | 40 | 0.01 | 48 | 0.00100 | 36 | 0.000000e+00 | 1.000000e-08 | 89.50 | 92.11 | 93.71 | 91.19 | 93.90 | 92.31 | 91.26 | 93.49 | 93.68 | 93.08 | 92.82 | 90.81 | 91.60 | 93.26 | 91.46 | 91.21 | 91.21 | 92.82 | 92.50 | 92.27 | 92.40 | 92.38 | 93.39 | 91.05 | 91.74 | 92.73 |
| 178 | 372 | 40 | 0.01 | 48 | 0.00100 | 36 | 1.000000e-08 | 0.000000e+00 | 92.20 | 92.05 | 93.66 | 90.95 | 90.94 | 89.43 | 91.79 | 91.33 | 91.79 | 92.16 | 91.99 | 89.35 | 93.81 | 93.62 | 92.77 | 91.69 | 92.97 | 91.50 | 94.13 | 92.23 | 92.04 | 92.33 | 93.67 | 92.82 | 92.62 | 92.69 |
| 179 | 372 | 40 | 0.01 | 48 | 0.00100 | 36 | 1.000000e-08 | 1.000000e-08 | 91.83 | 93.45 | 92.21 | 92.53 | 92.54 | 91.32 | 94.07 | 91.18 | 91.69 | 91.91 | 93.31 | 92.54 | 92.36 | 91.69 | 91.79 | 93.18 | 88.54 | 91.90 | 93.53 | 92.10 | 93.19 | 93.16 | 93.71 | 92.09 | 92.20 | 92.08 |
| 184 | 372 | 40 | 0.01 | 64 | 0.00100 | 36 | 0.000000e+00 | 0.000000e+00 | 90.57 | 91.78 | 93.68 | 91.08 | 90.46 | 93.49 | 92.60 | 91.94 | 91.69 | 91.01 | 93.38 | 91.90 | 91.51 | 91.70 | 93.56 | 91.36 | 93.21 | 91.63 | 92.47 | 92.06 | 94.68 | 92.28 | 92.28 | 92.89 | 92.53 | 91.84 |
| 185 | 372 | 40 | 0.01 | 64 | 0.00100 | 36 | 0.000000e+00 | 1.000000e-08 | 94.46 | 91.98 | 93.74 | 93.51 | 91.43 | 90.15 | 91.92 | 90.88 | 91.61 | 91.28 | 92.61 | 91.29 | 92.64 | 91.70 | 93.29 | 92.34 | 93.36 | 93.89 | 93.46 | 94.58 | 93.88 | 93.48 | 91.13 | 93.05 | 92.73 | 93.55 |
| 186 | 372 | 40 | 0.01 | 64 | 0.00100 | 36 | 1.000000e-08 | 0.000000e+00 | 93.23 | 93.68 | 92.18 | 91.90 | 93.12 | 91.95 | 93.36 | 92.00 | 91.66 | 89.18 | 92.89 | 94.11 | 93.44 | 91.84 | 93.82 | 92.24 | 91.06 | 92.59 | 91.41 | 92.24 | 93.66 | 93.11 | 94.35 | 94.04 | 92.57 | 91.34 |
| 187 | 372 | 40 | 0.01 | 64 | 0.00100 | 36 | 1.000000e-08 | 1.000000e-08 | 93.10 | 92.93 | 93.10 | 93.56 | 92.26 | 93.06 | 94.32 | 92.29 | 92.25 | 92.23 | 93.74 | 90.59 | 92.05 | 93.24 | 92.02 | 92.24 | 92.67 | 90.59 | 93.48 | 93.06 | 92.47 | 92.66 | 93.24 | 92.11 | 92.91 | 93.44 |
| 192 | 372 | 40 | 0.01 | 32 | 0.00100 | 48 | 0.000000e+00 | 0.000000e+00 | 90.33 | 91.52 | 93.07 | 91.66 | 90.96 | 90.52 | 92.54 | 91.03 | 92.06 | 91.03 | 90.95 | 92.24 | 90.72 | 90.35 | 90.79 | 91.02 | 93.14 | 92.35 | 92.78 | 90.59 | 91.88 | 91.06 | 90.72 | 91.28 | 90.10 | 88.88 |
| 193 | 372 | 40 | 0.01 | 32 | 0.00100 | 48 | 0.000000e+00 | 1.000000e-08 | 88.85 | 91.04 | 90.72 | 91.03 | 92.31 | 90.41 | 92.72 | 90.36 | 89.01 | 92.32 | 90.81 | 90.58 | 90.18 | 90.86 | 90.99 | 91.27 | 90.43 | 93.08 | 90.74 | 89.80 | 90.30 | 91.66 | 92.45 | 90.51 | 90.73 | 89.82 |
| 194 | 372 | 40 | 0.01 | 32 | 0.00100 | 48 | 1.000000e-08 | 0.000000e+00 | 90.61 | 90.65 | 91.48 | 92.27 | 90.74 | 89.35 | 92.62 | 88.69 | 90.54 | 93.67 | 90.51 | 91.31 | 90.30 | 93.12 | 90.81 | 91.52 | 92.48 | 91.64 | 92.51 | 91.27 | 91.13 | 91.49 | 92.21 | 90.71 | 89.53 | 91.42 |
| 195 | 372 | 40 | 0.01 | 32 | 0.00100 | 48 | 1.000000e-08 | 1.000000e-08 | 89.19 | 91.82 | 90.45 | 90.03 | 93.10 | 88.58 | 90.65 | 90.56 | 90.16 | 89.75 | 91.67 | 90.21 | 90.03 | 91.18 | 93.11 | 90.23 | 90.75 | 92.20 | 89.61 | 91.64 | 92.35 | 91.30 | 92.09 | 93.04 | 94.04 | 91.60 |
| 200 | 372 | 40 | 0.01 | 48 | 0.00100 | 48 | 0.000000e+00 | 0.000000e+00 | 90.35 | 92.01 | 91.90 | 91.47 | 92.32 | 89.98 | 92.26 | 91.03 | 92.56 | 90.51 | 90.54 | 90.83 | 92.13 | 92.58 | 92.66 | 92.18 | 93.54 | 92.06 | 93.02 | 90.75 | 92.47 | 92.84 | 93.04 | 90.84 | 91.62 | 91.96 |
| 201 | 372 | 40 | 0.01 | 48 | 0.00100 | 48 | 0.000000e+00 | 1.000000e-08 | 90.74 | 91.79 | 91.66 | 91.99 | 93.03 | 92.77 | 91.14 | 90.88 | 90.68 | 90.28 | 89.74 | 90.16 | 90.29 | 93.26 | 92.21 | 88.70 | 91.98 | 88.49 | 93.23 | 91.70 | 93.11 | 91.41 | 93.75 | 90.35 | 93.01 | 91.23 |
| 202 | 372 | 40 | 0.01 | 48 | 0.00100 | 48 | 1.000000e-08 | 0.000000e+00 | 91.71 | 90.98 | 94.00 | 90.56 | 92.03 | 90.66 | 90.04 | 92.33 | 93.08 | 93.62 | 92.40 | 90.57 | 90.15 | 91.80 | 91.73 | 91.62 | 93.74 | 92.46 | 91.46 | 93.20 | 93.32 | 90.61 | 90.98 | 91.55 | 92.37 | 91.78 |
| 203 | 372 | 40 | 0.01 | 48 | 0.00100 | 48 | 1.000000e-08 | 1.000000e-08 | 93.15 | 92.40 | 93.76 | 90.46 | 91.73 | 88.65 | 92.31 | 92.78 | 91.90 | 91.96 | 92.88 | 90.60 | 92.26 | 89.85 | 92.36 | 91.13 | 90.84 | 92.68 | 92.54 | 89.81 | 93.26 | 92.11 | 92.84 | 90.83 | 91.85 | 91.93 |
| 208 | 372 | 40 | 0.01 | 64 | 0.00100 | 48 | 0.000000e+00 | 0.000000e+00 | 91.65 | 93.53 | 93.45 | 90.89 | 92.45 | 92.84 | 91.21 | 90.70 | 90.82 | 91.34 | 92.28 | 93.25 | 90.70 | 92.58 | 90.99 | 92.50 | 94.26 | 90.65 | 93.31 | 92.08 | 94.55 | 92.76 | 93.48 | 93.05 | 92.83 | 91.81 |
| 209 | 372 | 40 | 0.01 | 64 | 0.00100 | 48 | 0.000000e+00 | 1.000000e-08 | 91.82 | 92.59 | 92.79 | 93.21 | 92.69 | 91.17 | 92.29 | 91.93 | 92.62 | 93.07 | 92.63 | 90.73 | 93.39 | 90.99 | 94.38 | 92.95 | 94.36 | 89.99 | 93.16 | 92.66 | 92.61 | 91.44 | 93.32 | 92.58 | 92.26 | 93.47 |
| 210 | 372 | 40 | 0.01 | 64 | 0.00100 | 48 | 1.000000e-08 | 0.000000e+00 | 92.09 | 92.38 | 92.88 | 91.48 | 93.35 | 91.78 | 91.50 | 90.96 | 92.21 | 92.89 | 90.45 | 90.36 | 90.67 | 92.03 | 92.59 | 93.30 | 93.94 | 91.34 | 93.26 | 93.44 | 93.23 | 92.95 | 93.30 | 93.19 | 92.18 | 91.61 |
| 211 | 372 | 40 | 0.01 | 64 | 0.00100 | 48 | 1.000000e-08 | 1.000000e-08 | 91.40 | 93.82 | 92.29 | 91.74 | 92.85 | 89.68 | 90.84 | 92.10 | 90.58 | 94.18 | 92.41 | 91.70 | 91.80 | 92.19 | 94.24 | 92.34 | 90.87 | 93.67 | 93.56 | 93.54 | 93.33 | 91.40 | 93.09 | 92.00 | 91.21 | 92.33 |
| 216 | 372 | 40 | 0.01 | 32 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 90.61 | 89.15 | 89.61 | 92.40 | 91.33 | 91.95 | 92.03 | 91.64 | 90.33 | 90.76 | 92.47 | 92.52 | 91.80 | 89.89 | 90.26 | 91.71 | 92.04 | 90.45 | 90.84 | 92.08 | 93.55 | 93.70 | 92.82 | 91.99 | 92.18 | 89.83 |
| 217 | 372 | 40 | 0.01 | 32 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 90.11 | 91.02 | 92.17 | 91.82 | 89.62 | 89.97 | 92.18 | 92.54 | 90.89 | 92.86 | 91.19 | 89.05 | 90.28 | 92.58 | 89.71 | 90.87 | 91.98 | 90.80 | 89.60 | 88.94 | 91.46 | 93.33 | 91.29 | 91.14 | 91.76 | 90.58 |
| 218 | 372 | 40 | 0.01 | 32 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 91.32 | 92.96 | 91.32 | 90.95 | 89.09 | 92.06 | 91.60 | 91.78 | 91.67 | 91.95 | 92.22 | 91.71 | 89.67 | 90.23 | 89.26 | 91.96 | 91.41 | 91.05 | 92.75 | 90.01 | 91.33 | 90.50 | 91.51 | 91.59 | 89.58 | 88.55 |
| 219 | 372 | 40 | 0.01 | 32 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 91.62 | 91.71 | 89.49 | 90.33 | 91.80 | 90.79 | 91.20 | 89.43 | 91.23 | 91.61 | 90.72 | 91.28 | 91.84 | 92.27 | 92.08 | 93.60 | 90.45 | 90.69 | 93.49 | 93.61 | 91.96 | 92.44 | 89.73 | 90.67 | 89.34 | 89.98 |
| 224 | 372 | 40 | 0.01 | 48 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 92.47 | 91.32 | 90.96 | 90.58 | 92.04 | 90.33 | 92.76 | 90.93 | 92.87 | 91.95 | 91.98 | 92.30 | 92.27 | 92.87 | 91.74 | 93.75 | 92.40 | 92.56 | 92.80 | 92.59 | 91.62 | 93.50 | 93.67 | 90.90 | 91.76 | 93.32 |
| 225 | 372 | 40 | 0.01 | 48 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 92.05 | 93.65 | 93.03 | 91.67 | 93.19 | 89.74 | 91.60 | 88.34 | 94.09 | 91.53 | 91.82 | 93.81 | 91.60 | 91.55 | 90.83 | 92.74 | 91.93 | 92.02 | 92.23 | 91.64 | 92.59 | 91.35 | 91.84 | 91.10 | 92.57 | 90.32 |
| 226 | 372 | 40 | 0.01 | 48 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 90.41 | 92.05 | 92.80 | 91.74 | 93.08 | 91.03 | 91.09 | 89.93 | 91.87 | 91.96 | 93.10 | 90.07 | 90.35 | 91.72 | 92.07 | 91.55 | 91.62 | 92.83 | 91.38 | 92.46 | 93.41 | 93.47 | 92.61 | 92.14 | 92.36 | 91.86 |
| 227 | 372 | 40 | 0.01 | 48 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 91.02 | 91.06 | 91.75 | 91.63 | 91.14 | 91.01 | 90.65 | 89.74 | 90.56 | 93.11 | 91.82 | 92.64 | 91.41 | 93.44 | 93.46 | 90.86 | 92.99 | 91.56 | 92.48 | 91.92 | 91.56 | 92.47 | 92.69 | 91.24 | 91.62 | 90.05 |
| 232 | 372 | 40 | 0.01 | 64 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 93.04 | 93.47 | 91.98 | 94.18 | 90.71 | 91.30 | 92.85 | 90.90 | 91.64 | 92.72 | 92.01 | 92.00 | 90.65 | 91.81 | 90.27 | 92.71 | 93.15 | 92.54 | 93.10 | 91.79 | 93.88 | 92.43 | 93.60 | 90.90 | 92.34 | 91.70 |
| 233 | 372 | 40 | 0.01 | 64 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 92.63 | 92.51 | 93.28 | 90.81 | 90.74 | 92.47 | 92.14 | 91.70 | 90.06 | 92.73 | 93.23 | 91.05 | 91.31 | 90.00 | 91.10 | 92.75 | 91.44 | 90.18 | 93.29 | 92.42 | 93.67 | 93.01 | 94.74 | 93.07 | 92.88 | 92.93 |
| 234 | 372 | 40 | 0.01 | 64 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 91.98 | 94.06 | 92.66 | 91.75 | 93.56 | 91.73 | 92.61 | 92.53 | 91.69 | 92.25 | 92.26 | 92.16 | 91.68 | 93.23 | 92.95 | 92.94 | 91.59 | 93.21 | 93.07 | 92.12 | 93.00 | 92.14 | 93.47 | 93.15 | 92.51 | 92.48 |
| 235 | 372 | 40 | 0.01 | 64 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 91.56 | 92.67 | 93.37 | 90.31 | 92.29 | 91.02 | 90.64 | 91.68 | 91.98 | 92.34 | 91.81 | 91.03 | 92.62 | 91.98 | 91.68 | 90.78 | 92.38 | 91.92 | 93.70 | 92.34 | 94.32 | 93.20 | 92.80 | 93.42 | 92.87 | 93.58 |
| 240 | 372 | 40 | 0.01 | 32 | 0.00001 | 36 | 0.000000e+00 | 0.000000e+00 | 91.32 | 90.75 | 93.72 | 90.96 | 92.18 | 89.76 | 91.22 | 90.93 | 91.79 | 91.10 | 93.81 | 91.46 | 92.48 | 92.45 | 90.08 | 90.52 | 92.60 | 93.48 | 92.70 | 90.05 | 93.22 | 91.78 | 92.53 | 91.58 | 90.80 | 89.58 |
| 241 | 372 | 40 | 0.01 | 32 | 0.00001 | 36 | 0.000000e+00 | 1.000000e-08 | 88.86 | 91.30 | 91.96 | 93.26 | 92.34 | 90.36 | 90.80 | 90.47 | 91.71 | 91.84 | 93.31 | 91.14 | 89.47 | 92.72 | 92.19 | 92.21 | 93.14 | 94.42 | 93.10 | 89.85 | 91.13 | 92.28 | 92.81 | 89.91 | 90.37 | 91.57 |
| 242 | 372 | 40 | 0.01 | 32 | 0.00001 | 36 | 1.000000e-08 | 0.000000e+00 | 91.38 | 92.12 | 91.31 | 90.20 | 92.28 | 88.91 | 90.64 | 91.98 | 90.01 | 90.34 | 90.99 | 90.19 | 93.15 | 89.30 | 92.13 | 92.34 | 91.99 | 92.88 | 89.87 | 90.38 | 93.32 | 92.04 | 92.10 | 90.66 | 90.92 | 91.70 |
| 243 | 372 | 40 | 0.01 | 32 | 0.00001 | 36 | 1.000000e-08 | 1.000000e-08 | 89.47 | 90.84 | 90.69 | 90.91 | 91.57 | 90.75 | 91.38 | 91.03 | 90.27 | 90.56 | 89.27 | 88.88 | 91.56 | 91.49 | 91.94 | 91.48 | 92.61 | 92.72 | 91.18 | 91.15 | 93.89 | 90.37 | 93.72 | 90.32 | 90.75 | 89.47 |
| 248 | 372 | 40 | 0.01 | 48 | 0.00001 | 36 | 0.000000e+00 | 0.000000e+00 | 93.51 | 91.76 | 92.99 | 89.95 | 91.44 | 91.44 | 91.15 | 92.48 | 90.27 | 92.19 | 90.84 | 91.05 | 92.79 | 92.82 | 91.86 | 92.41 | 92.00 | 90.00 | 94.13 | 91.26 | 93.10 | 92.47 | 92.44 | 93.25 | 92.42 | 90.96 |
| 249 | 372 | 40 | 0.01 | 48 | 0.00001 | 36 | 0.000000e+00 | 1.000000e-08 | 92.14 | 91.87 | 92.39 | 90.94 | 90.33 | 93.86 | 93.20 | 91.04 | 90.38 | 90.43 | 93.77 | 89.96 | 90.65 | 92.33 | 92.60 | 90.59 | 93.09 | 91.75 | 92.67 | 90.24 | 91.92 | 92.98 | 91.69 | 91.51 | 93.28 | 92.48 |
| 250 | 372 | 40 | 0.01 | 48 | 0.00001 | 36 | 1.000000e-08 | 0.000000e+00 | 91.44 | 90.14 | 90.69 | 90.17 | 92.55 | 91.58 | 91.65 | 90.96 | 92.10 | 92.43 | 93.07 | 91.29 | 91.28 | 93.03 | 91.44 | 93.55 | 91.58 | 91.95 | 93.01 | 92.70 | 90.72 | 92.31 | 91.75 | 92.24 | 92.37 | 90.64 |
| 251 | 372 | 40 | 0.01 | 48 | 0.00001 | 36 | 1.000000e-08 | 1.000000e-08 | 91.36 | 93.61 | 90.42 | 91.07 | 91.51 | 90.70 | 91.47 | 89.87 | 91.33 | 92.12 | 88.78 | 91.48 | 90.31 | 91.89 | 93.01 | 91.95 | 92.10 | 92.54 | 92.09 | 89.87 | 92.20 | 91.11 | 92.11 | 91.68 | 92.51 | 91.99 |
| 256 | 372 | 40 | 0.01 | 64 | 0.00001 | 36 | 0.000000e+00 | 0.000000e+00 | 91.34 | 94.02 | 93.37 | 91.32 | 93.06 | 92.74 | 92.59 | 91.31 | 91.89 | 91.40 | 90.28 | 93.39 | 92.77 | 92.58 | 92.51 | 92.02 | 91.68 | 91.02 | 92.10 | 91.87 | 94.22 | 92.79 | 93.23 | 92.76 | 93.16 | 90.79 |
| 257 | 372 | 40 | 0.01 | 64 | 0.00001 | 36 | 0.000000e+00 | 1.000000e-08 | 92.29 | 92.04 | 92.78 | 91.48 | 93.13 | 90.93 | 92.60 | 90.58 | 91.10 | 93.67 | 92.40 | 92.86 | 93.37 | 92.75 | 91.54 | 91.96 | 92.13 | 93.61 | 92.79 | 92.18 | 92.87 | 94.32 | 93.46 | 92.84 | 93.25 | 93.02 |
| 258 | 372 | 40 | 0.01 | 64 | 0.00001 | 36 | 1.000000e-08 | 0.000000e+00 | 92.25 | 92.21 | 92.85 | 91.04 | 91.25 | 92.54 | 92.94 | 92.92 | 91.69 | 91.95 | 92.15 | 92.50 | 91.36 | 91.07 | 92.02 | 92.05 | 93.78 | 92.49 | 94.00 | 91.50 | 92.10 | 92.52 | 92.35 | 92.77 | 93.58 | 91.22 |
| 259 | 372 | 40 | 0.01 | 64 | 0.00001 | 36 | 1.000000e-08 | 1.000000e-08 | 93.38 | 92.82 | 93.00 | 91.88 | 90.25 | 92.04 | 91.82 | 92.91 | 92.41 | 90.40 | 94.19 | 90.79 | 92.86 | 92.43 | 89.72 | 92.95 | 92.79 | 89.50 | 92.46 | 91.37 | 91.33 | 92.23 | 92.63 | 93.32 | 93.10 | 92.29 |
| 264 | 372 | 40 | 0.01 | 32 | 0.00001 | 48 | 0.000000e+00 | 0.000000e+00 | 90.70 | 93.12 | 91.83 | 88.51 | 90.02 | 90.32 | 90.96 | 90.42 | 90.82 | 92.26 | 89.46 | 90.16 | 89.92 | 90.72 | 92.31 | 92.31 | 90.74 | 90.44 | 93.22 | 91.46 | 91.93 | 90.05 | 88.53 | 90.49 | 90.29 | 90.83 |
| 265 | 372 | 40 | 0.01 | 32 | 0.00001 | 48 | 0.000000e+00 | 1.000000e-08 | 90.71 | 90.10 | 88.75 | 92.40 | 92.75 | 91.95 | 91.35 | 91.83 | 91.29 | 90.90 | 91.46 | 91.29 | 89.36 | 91.04 | 92.50 | 89.87 | 92.92 | 90.26 | 91.53 | 91.71 | 92.41 | 90.62 | 90.08 | 92.37 | 89.86 | 91.83 |
| 266 | 372 | 40 | 0.01 | 32 | 0.00001 | 48 | 1.000000e-08 | 0.000000e+00 | 89.02 | 91.60 | 91.86 | 91.51 | 90.33 | 89.61 | 89.52 | 89.75 | 92.85 | 92.04 | 90.98 | 92.26 | 90.98 | 92.18 | 91.24 | 88.84 | 93.33 | 92.91 | 90.00 | 90.18 | 91.59 | 90.97 | 92.76 | 90.43 | 90.19 | 90.92 |
| 267 | 372 | 40 | 0.01 | 32 | 0.00001 | 48 | 1.000000e-08 | 1.000000e-08 | 90.62 | 90.87 | 92.64 | 91.36 | 90.51 | 89.81 | 89.70 | 88.54 | 91.41 | 89.96 | 92.62 | 88.86 | 91.73 | 90.08 | 93.40 | 89.68 | 92.21 | 90.36 | 92.61 | 90.80 | 94.32 | 90.99 | 90.83 | 91.60 | 93.25 | 89.68 |
| 272 | 372 | 40 | 0.01 | 48 | 0.00001 | 48 | 0.000000e+00 | 0.000000e+00 | 93.79 | 91.09 | 93.43 | 92.88 | 92.94 | 90.83 | 90.18 | 90.81 | 91.56 | 93.60 | 92.17 | 91.03 | 93.19 | 91.85 | 91.35 | 90.03 | 90.72 | 93.38 | 91.88 | 91.92 | 93.25 | 92.32 | 90.68 | 92.06 | 89.98 | 90.44 |
| 273 | 372 | 40 | 0.01 | 48 | 0.00001 | 48 | 0.000000e+00 | 1.000000e-08 | 90.28 | 90.74 | 93.36 | 90.49 | 91.22 | 90.66 | 91.54 | 93.43 | 91.06 | 90.21 | 91.69 | 89.52 | 88.83 | 92.74 | 90.85 | 91.86 | 92.07 | 93.34 | 92.01 | 92.88 | 93.87 | 93.00 | 91.83 | 91.52 | 92.02 | 91.10 |
| 274 | 372 | 40 | 0.01 | 48 | 0.00001 | 48 | 1.000000e-08 | 0.000000e+00 | 91.53 | 92.18 | 93.07 | 92.61 | 90.43 | 91.97 | 93.78 | 91.57 | 90.58 | 92.42 | 92.84 | 91.79 | 92.08 | 94.00 | 92.10 | 92.01 | 92.05 | 91.60 | 91.56 | 92.28 | 92.30 | 92.77 | 92.51 | 91.41 | 89.70 | 89.74 |
| 275 | 372 | 40 | 0.01 | 48 | 0.00001 | 48 | 1.000000e-08 | 1.000000e-08 | 92.18 | 91.07 | 91.88 | 90.75 | 90.74 | 90.62 | 89.82 | 91.80 | 91.25 | 92.59 | 92.91 | 90.49 | 91.64 | 94.07 | 91.63 | 90.93 | 91.87 | 93.64 | 92.70 | 90.91 | 92.65 | 92.62 | 93.59 | 90.15 | 92.78 | 89.90 |
| 280 | 372 | 40 | 0.01 | 64 | 0.00001 | 48 | 0.000000e+00 | 0.000000e+00 | 91.80 | 93.44 | 91.97 | 90.57 | 92.27 | 92.48 | 93.75 | 90.88 | 93.45 | 91.24 | 91.97 | 91.56 | 93.09 | 92.03 | 92.67 | 91.53 | 91.74 | 92.66 | 92.48 | 92.63 | 92.87 | 92.78 | 92.24 | 89.44 | 92.57 | 92.24 |
| 281 | 372 | 40 | 0.01 | 64 | 0.00001 | 48 | 0.000000e+00 | 1.000000e-08 | 91.75 | 91.89 | 95.18 | 93.92 | 91.64 | 92.96 | 92.48 | 93.30 | 91.27 | 90.60 | 91.56 | 90.44 | 91.98 | 91.67 | 92.92 | 91.04 | 91.56 | 90.33 | 93.45 | 91.44 | 92.56 | 91.74 | 93.52 | 91.74 | 91.44 | 91.73 |
| 282 | 372 | 40 | 0.01 | 64 | 0.00001 | 48 | 1.000000e-08 | 0.000000e+00 | 90.87 | 93.55 | 93.51 | 92.73 | 93.44 | 91.91 | 92.13 | 91.59 | 91.59 | 93.68 | 92.29 | 91.90 | 90.71 | 93.45 | 91.98 | 91.57 | 92.28 | 92.05 | 91.57 | 92.26 | 93.56 | 92.84 | 93.15 | 91.46 | 92.72 | 91.70 |
| 283 | 372 | 40 | 0.01 | 64 | 0.00001 | 48 | 1.000000e-08 | 1.000000e-08 | 92.03 | 92.40 | 91.77 | 92.53 | 94.99 | 90.97 | 92.67 | 91.37 | 92.91 | 92.25 | 93.10 | 93.15 | 88.50 | 91.53 | 92.44 | 92.53 | 93.03 | 89.97 | 93.70 | 92.20 | 93.54 | 92.68 | 92.08 | 91.41 | 91.72 | 91.26 |
The global mean maximum row:
| mAP_valid_abs_values | mAP_valid_abs_values_2 | mAP_valid_abs_values_3 | mAP_valid_abs_values_4 | mAP_valid_abs_values_5 | mAP_valid_abs_values_6 | mAP_valid_abs_values_7 | mAP_valid_abs_values_8 | mAP_valid_abs_values_9 | mAP_valid_abs_values_10 | mAP_valid_abs_values_11 | mAP_valid_abs_values_12 | mAP_valid_abs_values_13 | mAP_valid_abs_values_14 | mAP_valid_abs_values_15 | mAP_valid_abs_values_16 | mAP_valid_abs_values_17 | mAP_valid_abs_values_18 | mAP_valid_abs_values_19 | mAP_valid_abs_values_20 | mAP_valid_abs_values_21 | mAP_valid_abs_values_22 | mAP_valid_abs_values_23 | mAP_valid_abs_values_24 | mAP_valid_abs_values_25 | mAP_valid_abs_values_26 | average_map | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 155 | 91.21 | 90.22 | 90.02 | 89.64 | 89.84 | 90.47 | 89.05 | 91.03 | 89.41 | 90.61 | 90.27 | 90.19 | 90.33 | 90.89 | 90.71 | 89.71 | 88.68 | 89.31 | 90.86 | 90.95 | 90.20 | 91.18 | 89.13 | 89.96 | 90.47 | 87.96 | 90.088462 |
| 162 | 89.49 | 90.88 | 90.33 | 90.95 | 89.76 | 90.16 | 89.48 | 91.25 | 89.49 | 89.33 | 91.27 | 91.16 | 89.58 | 89.29 | 89.38 | 90.53 | 89.92 | 88.76 | 90.07 | 89.92 | 89.41 | 91.16 | 87.73 | 90.41 | 90.30 | 90.43 | 90.016923 |
| 147 | 90.47 | 90.21 | 88.87 | 89.96 | 89.10 | 89.82 | 89.67 | 88.94 | 89.65 | 89.48 | 89.88 | 89.74 | 90.26 | 90.03 | 89.13 | 89.43 | 90.64 | 90.00 | 90.31 | 91.02 | 90.89 | 91.05 | 91.00 | 90.28 | 90.62 | 89.35 | 89.992308 |
| 234 | 88.70 | 90.11 | 88.81 | 90.14 | 88.32 | 89.53 | 89.22 | 90.35 | 89.38 | 88.84 | 88.56 | 91.61 | 91.88 | 90.84 | 90.22 | 90.84 | 90.50 | 89.24 | 90.47 | 90.87 | 90.88 | 90.87 | 89.55 | 89.41 | 89.51 | 90.41 | 89.963846 |
| 235 | 89.10 | 89.76 | 90.05 | 88.93 | 89.19 | 89.92 | 88.48 | 89.74 | 89.82 | 90.60 | 90.13 | 91.02 | 91.46 | 89.80 | 88.94 | 89.76 | 89.17 | 89.86 | 90.27 | 90.87 | 90.68 | 91.14 | 88.90 | 90.79 | 90.13 | 89.93 | 89.940000 |
| 226 | 90.16 | 89.94 | 89.57 | 89.18 | 90.29 | 90.11 | 89.35 | 89.05 | 89.87 | 89.65 | 91.32 | 90.63 | 89.47 | 89.52 | 90.18 | 90.82 | 89.94 | 88.15 | 90.01 | 90.93 | 89.41 | 90.38 | 90.18 | 89.82 | 89.58 | 90.57 | 89.926154 |
| 163 | 90.11 | 91.08 | 89.31 | 89.86 | 88.47 | 90.61 | 90.00 | 90.38 | 88.72 | 89.41 | 90.74 | 90.69 | 88.69 | 90.44 | 89.24 | 90.19 | 89.69 | 91.31 | 89.93 | 90.50 | 89.29 | 90.00 | 88.56 | 89.84 | 90.83 | 90.13 | 89.923846 |
| 248 | 90.43 | 88.93 | 90.84 | 89.19 | 89.80 | 91.55 | 89.04 | 89.43 | 89.58 | 89.35 | 90.72 | 91.32 | 90.14 | 90.05 | 89.52 | 89.42 | 89.29 | 90.45 | 90.07 | 89.26 | 91.46 | 90.69 | 87.77 | 90.06 | 89.78 | 89.43 | 89.906538 |
| 224 | 89.36 | 89.56 | 89.41 | 89.81 | 88.94 | 89.71 | 90.87 | 90.32 | 89.08 | 90.04 | 91.41 | 90.94 | 91.77 | 88.50 | 89.98 | 90.62 | 87.84 | 89.98 | 89.90 | 90.77 | 89.52 | 89.77 | 89.59 | 89.10 | 89.52 | 90.88 | 89.891923 |
| 186 | 89.17 | 90.18 | 89.27 | 90.74 | 89.55 | 90.33 | 89.64 | 90.51 | 87.87 | 89.43 | 91.22 | 90.34 | 90.55 | 89.04 | 89.64 | 89.61 | 89.23 | 89.65 | 90.47 | 90.43 | 89.56 | 90.77 | 89.71 | 89.95 | 89.45 | 90.43 | 89.874615 |
Model performance on validation data (Mann-Whitney U Test)
Statistical Significance:
Using the global mean maximum row as the reference, we perform the right-tailed t-test to identify significant hyperparameters.
Code
pvalues_mw = []
pvalues_real_mw = []
for _,index in enumerate(dt_valid_sub.index):
_, p_value_mw = stats.mannwhitneyu(max_row[:-1], dt_valid_sub.loc[index][:-1], alternative='greater')#, method = 'asymptotic')
pvalues_real_mw.append(p_value_mw)
pvalues_mw.append((p_value_mw >= 0.05)*1)
dt_valid_sub_mw['pvalues_mw'] = pvalues_real_mw
dt_valid_sub_mw['sig_mw'] = pvalues_mw
dt_valid_sub_mw1 = dt_valid_sub_mw.query('sig_mw == 1')
max_indexx = dt_valid_sub_mw1.iloc[:, :-3].mean().idxmax()
#print(sum(pvalues),max_indexx)| input_size | output_size | learning_rate | batch_size | alpha | margin | l1_reg | l2_reg | mAP_valid_abs_values | mAP_valid_abs_values_2 | mAP_valid_abs_values_3 | mAP_valid_abs_values_4 | mAP_valid_abs_values_5 | mAP_valid_abs_values_6 | mAP_valid_abs_values_7 | mAP_valid_abs_values_8 | mAP_valid_abs_values_9 | mAP_valid_abs_values_10 | mAP_valid_abs_values_11 | mAP_valid_abs_values_12 | mAP_valid_abs_values_13 | mAP_valid_abs_values_14 | mAP_valid_abs_values_15 | mAP_valid_abs_values_16 | mAP_valid_abs_values_17 | mAP_valid_abs_values_18 | mAP_valid_abs_values_19 | mAP_valid_abs_values_20 | mAP_valid_abs_values_21 | mAP_valid_abs_values_22 | mAP_valid_abs_values_23 | mAP_valid_abs_values_24 | mAP_valid_abs_values_25 | mAP_valid_abs_values_26 | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 217 | 372 | 40 | 0.01 | 32 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 88.34 | 89.67 | 90.17 | 91.26 | 90.25 | 90.10 | 89.68 | 89.47 | 89.56 | 89.87 | 90.10 | 90.69 | 90.00 | 88.73 | 89.33 | 90.46 | 89.09 | 89.41 | 90.49 | 90.55 | 90.24 | 87.95 | 90.84 | 88.89 | 89.77 | 90.16 |
| 241 | 372 | 40 | 0.01 | 32 | 0.00001 | 36 | 0.000000e+00 | 1.000000e-08 | 88.28 | 89.75 | 89.38 | 89.79 | 90.21 | 90.46 | 90.53 | 90.95 | 88.94 | 89.17 | 90.13 | 90.73 | 88.58 | 90.24 | 90.24 | 90.89 | 89.77 | 90.42 | 90.73 | 89.29 | 89.62 | 90.61 | 88.63 | 88.06 | 89.16 | 88.64 |
| 145 | 372 | 40 | 0.01 | 32 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 90.10 | 87.50 | 90.13 | 89.40 | 90.21 | 90.58 | 89.49 | 88.87 | 90.33 | 88.59 | 90.56 | 90.69 | 90.37 | 88.62 | 88.73 | 90.10 | 89.22 | 88.92 | 90.90 | 90.43 | 89.97 | 91.53 | 90.82 | 88.55 | 90.76 | 89.22 |
| 146 | 372 | 40 | 0.01 | 32 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 89.19 | 89.30 | 89.44 | 89.08 | 89.73 | 90.86 | 89.31 | 89.26 | 88.81 | 89.04 | 89.18 | 90.49 | 90.75 | 89.80 | 88.83 | 89.08 | 89.80 | 89.67 | 91.04 | 91.44 | 90.81 | 89.47 | 90.18 | 91.02 | 89.85 | 88.38 |
| 147 | 372 | 40 | 0.01 | 32 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 90.47 | 90.21 | 88.87 | 89.96 | 89.10 | 89.82 | 89.67 | 88.94 | 89.65 | 89.48 | 89.88 | 89.74 | 90.26 | 90.03 | 89.13 | 89.43 | 90.64 | 90.00 | 90.31 | 91.02 | 90.89 | 91.05 | 91.00 | 90.28 | 90.62 | 89.35 |
| 224 | 372 | 40 | 0.01 | 48 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 89.36 | 89.56 | 89.41 | 89.81 | 88.94 | 89.71 | 90.87 | 90.32 | 89.08 | 90.04 | 91.41 | 90.94 | 91.77 | 88.50 | 89.98 | 90.62 | 87.84 | 89.98 | 89.90 | 90.77 | 89.52 | 89.77 | 89.59 | 89.10 | 89.52 | 90.88 |
| 225 | 372 | 40 | 0.01 | 48 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 89.37 | 91.06 | 89.17 | 89.93 | 88.50 | 90.06 | 90.09 | 88.22 | 90.33 | 88.49 | 91.12 | 91.05 | 90.04 | 90.16 | 89.93 | 89.27 | 89.05 | 89.52 | 90.73 | 91.90 | 89.36 | 89.95 | 90.23 | 88.58 | 89.32 | 87.56 |
| 226 | 372 | 40 | 0.01 | 48 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 90.16 | 89.94 | 89.57 | 89.18 | 90.29 | 90.11 | 89.35 | 89.05 | 89.87 | 89.65 | 91.32 | 90.63 | 89.47 | 89.52 | 90.18 | 90.82 | 89.94 | 88.15 | 90.01 | 90.93 | 89.41 | 90.38 | 90.18 | 89.82 | 89.58 | 90.57 |
| 248 | 372 | 40 | 0.01 | 48 | 0.00001 | 36 | 0.000000e+00 | 0.000000e+00 | 90.43 | 88.93 | 90.84 | 89.19 | 89.80 | 91.55 | 89.04 | 89.43 | 89.58 | 89.35 | 90.72 | 91.32 | 90.14 | 90.05 | 89.52 | 89.42 | 89.29 | 90.45 | 90.07 | 89.26 | 91.46 | 90.69 | 87.77 | 90.06 | 89.78 | 89.43 |
| 249 | 372 | 40 | 0.01 | 48 | 0.00001 | 36 | 0.000000e+00 | 1.000000e-08 | 87.11 | 90.30 | 89.36 | 88.78 | 88.56 | 90.36 | 90.65 | 90.70 | 90.09 | 90.22 | 90.34 | 90.46 | 89.91 | 90.29 | 90.49 | 90.41 | 88.44 | 89.49 | 89.74 | 90.71 | 88.29 | 90.91 | 88.19 | 91.46 | 90.66 | 88.45 |
| 251 | 372 | 40 | 0.01 | 48 | 0.00001 | 36 | 1.000000e-08 | 1.000000e-08 | 89.81 | 90.95 | 89.18 | 89.08 | 88.91 | 91.11 | 89.39 | 90.31 | 90.03 | 88.86 | 90.79 | 91.34 | 89.62 | 90.73 | 89.77 | 89.74 | 90.78 | 88.94 | 90.62 | 89.54 | 89.12 | 89.39 | 87.57 | 89.08 | 89.84 | 89.02 |
| 152 | 372 | 40 | 0.01 | 48 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 90.02 | 89.41 | 89.10 | 89.07 | 89.31 | 90.15 | 90.71 | 89.78 | 88.56 | 89.26 | 91.21 | 90.44 | 90.43 | 90.69 | 89.45 | 89.49 | 89.83 | 91.00 | 89.65 | 90.09 | 88.80 | 91.21 | 89.90 | 89.51 | 88.84 | 89.68 |
| 155 | 372 | 40 | 0.01 | 48 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 91.21 | 90.22 | 90.02 | 89.64 | 89.84 | 90.47 | 89.05 | 91.03 | 89.41 | 90.61 | 90.27 | 90.19 | 90.33 | 90.89 | 90.71 | 89.71 | 88.68 | 89.31 | 90.86 | 90.95 | 90.20 | 91.18 | 89.13 | 89.96 | 90.47 | 87.96 |
| 232 | 372 | 40 | 0.01 | 64 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 90.27 | 89.97 | 89.47 | 90.44 | 89.67 | 89.07 | 90.54 | 88.52 | 90.24 | 89.20 | 88.54 | 89.99 | 91.06 | 90.35 | 89.08 | 89.48 | 91.37 | 90.44 | 91.05 | 89.65 | 90.95 | 89.72 | 89.04 | 88.73 | 87.78 | 89.89 |
| 233 | 372 | 40 | 0.01 | 64 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 88.84 | 89.59 | 89.25 | 89.82 | 89.57 | 89.89 | 89.45 | 90.33 | 90.15 | 89.57 | 89.16 | 89.83 | 90.22 | 89.33 | 88.97 | 89.60 | 89.96 | 90.02 | 91.19 | 91.24 | 88.90 | 89.24 | 89.82 | 89.85 | 91.03 | 91.05 |
| 234 | 372 | 40 | 0.01 | 64 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 88.70 | 90.11 | 88.81 | 90.14 | 88.32 | 89.53 | 89.22 | 90.35 | 89.38 | 88.84 | 88.56 | 91.61 | 91.88 | 90.84 | 90.22 | 90.84 | 90.50 | 89.24 | 90.47 | 90.87 | 90.88 | 90.87 | 89.55 | 89.41 | 89.51 | 90.41 |
| 235 | 372 | 40 | 0.01 | 64 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 89.10 | 89.76 | 90.05 | 88.93 | 89.19 | 89.92 | 88.48 | 89.74 | 89.82 | 90.60 | 90.13 | 91.02 | 91.46 | 89.80 | 88.94 | 89.76 | 89.17 | 89.86 | 90.27 | 90.87 | 90.68 | 91.14 | 88.90 | 90.79 | 90.13 | 89.93 |
| 257 | 372 | 40 | 0.01 | 64 | 0.00001 | 36 | 0.000000e+00 | 1.000000e-08 | 90.28 | 89.60 | 89.77 | 90.35 | 89.37 | 90.33 | 89.24 | 90.07 | 88.98 | 89.91 | 90.28 | 90.29 | 89.81 | 89.57 | 90.17 | 89.19 | 90.57 | 89.78 | 89.10 | 90.51 | 89.72 | 89.37 | 88.24 | 91.14 | 89.80 | 90.11 |
| 258 | 372 | 40 | 0.01 | 64 | 0.00001 | 36 | 1.000000e-08 | 0.000000e+00 | 87.90 | 89.97 | 89.99 | 89.10 | 89.19 | 88.75 | 90.74 | 90.34 | 89.54 | 90.02 | 90.00 | 91.44 | 89.22 | 89.89 | 90.12 | 89.28 | 91.03 | 90.45 | 91.70 | 89.53 | 88.42 | 89.76 | 89.16 | 90.42 | 90.45 | 88.79 |
| 161 | 372 | 40 | 0.01 | 64 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 89.61 | 89.70 | 90.45 | 89.70 | 88.65 | 89.71 | 88.47 | 88.61 | 89.88 | 89.64 | 89.97 | 91.35 | 91.13 | 88.99 | 88.89 | 91.24 | 89.12 | 90.09 | 90.31 | 90.27 | 89.65 | 91.25 | 88.06 | 90.37 | 90.42 | 89.47 |
| 162 | 372 | 40 | 0.01 | 64 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 89.49 | 90.88 | 90.33 | 90.95 | 89.76 | 90.16 | 89.48 | 91.25 | 89.49 | 89.33 | 91.27 | 91.16 | 89.58 | 89.29 | 89.38 | 90.53 | 89.92 | 88.76 | 90.07 | 89.92 | 89.41 | 91.16 | 87.73 | 90.41 | 90.30 | 90.43 |
| 163 | 372 | 40 | 0.01 | 64 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 90.11 | 91.08 | 89.31 | 89.86 | 88.47 | 90.61 | 90.00 | 90.38 | 88.72 | 89.41 | 90.74 | 90.69 | 88.69 | 90.44 | 89.24 | 90.19 | 89.69 | 91.31 | 89.93 | 90.50 | 89.29 | 90.00 | 88.56 | 89.84 | 90.83 | 90.13 |
| 186 | 372 | 40 | 0.01 | 64 | 0.00100 | 36 | 1.000000e-08 | 0.000000e+00 | 89.17 | 90.18 | 89.27 | 90.74 | 89.55 | 90.33 | 89.64 | 90.51 | 87.87 | 89.43 | 91.22 | 90.34 | 90.55 | 89.04 | 89.64 | 89.61 | 89.23 | 89.65 | 90.47 | 90.43 | 89.56 | 90.77 | 89.71 | 89.95 | 89.45 | 90.43 |
Size of the All data: (144, 29)
Size of the Sig data: (23, 34)
Code
####################################################
# Use the hyperparameters to the test data.
####################################################
optimal_params_mw1 = dt_valid.loc[dt_valid_sub_mw1.index][['input_size', 'output_size', 'learning_rate', 'batch_size', 'alpha', 'margin', 'l1_reg', 'l2_reg']]
optimal_params_mw = optimal_params_mw1.reset_index()
optimal_params_mw.drop(['index'], axis=1, inplace = True)
#rotation invariance test data with optimal parameters
test_data_mw1 = pd.merge(optimal_params_mw, dt_test, on=['input_size', 'output_size', 'learning_rate', 'batch_size', 'alpha', 'margin', 'l1_reg', 'l2_reg'])
test_data_1_sub_mw = test_data_mw1[list(test_data_mw1.columns[test_data_mw1.columns.str.startswith('mAP_test')])]Equivalent test data
| input_size | output_size | learning_rate | batch_size | alpha | margin | l1_reg | l2_reg | mAP_test_abs_values | mAP_test_abs_values_2 | mAP_test_abs_values_3 | mAP_test_abs_values_4 | mAP_test_abs_values_5 | mAP_test_abs_values_6 | mAP_test_abs_values_7 | mAP_test_abs_values_8 | mAP_test_abs_values_9 | mAP_test_abs_values_10 | mAP_test_abs_values_11 | mAP_test_abs_values_12 | mAP_test_abs_values_13 | mAP_test_abs_values_14 | mAP_test_abs_values_15 | mAP_test_abs_values_16 | mAP_test_abs_values_17 | mAP_test_abs_values_18 | mAP_test_abs_values_19 | mAP_test_abs_values_20 | mAP_test_abs_values_21 | mAP_test_abs_values_22 | mAP_test_abs_values_23 | mAP_test_abs_values_24 | mAP_test_abs_values_25 | mAP_test_abs_values_26 | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 14 | 372 | 40 | 0.01 | 32 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 90.11 | 91.02 | 92.17 | 91.82 | 89.62 | 89.97 | 92.18 | 92.54 | 90.89 | 92.86 | 91.19 | 89.05 | 90.28 | 92.58 | 89.71 | 90.87 | 91.98 | 90.80 | 89.60 | 88.94 | 91.46 | 93.33 | 91.29 | 91.14 | 91.76 | 90.58 |
| 21 | 372 | 40 | 0.01 | 32 | 0.00001 | 36 | 0.000000e+00 | 1.000000e-08 | 88.86 | 91.30 | 91.96 | 93.26 | 92.34 | 90.36 | 90.80 | 90.47 | 91.71 | 91.84 | 93.31 | 91.14 | 89.47 | 92.72 | 92.19 | 92.21 | 93.14 | 94.42 | 93.10 | 89.85 | 91.13 | 92.28 | 92.81 | 89.91 | 90.37 | 91.57 |
| 16 | 372 | 40 | 0.01 | 32 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 91.32 | 90.94 | 88.96 | 89.78 | 91.47 | 92.81 | 92.99 | 90.67 | 91.38 | 90.38 | 91.65 | 89.87 | 90.05 | 91.69 | 90.76 | 90.35 | 92.05 | 91.48 | 91.93 | 92.56 | 92.52 | 91.93 | 92.40 | 92.67 | 93.18 | 91.37 |
| 19 | 372 | 40 | 0.01 | 32 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 92.31 | 91.24 | 92.30 | 90.99 | 92.65 | 90.16 | 90.68 | 90.14 | 91.48 | 91.56 | 91.04 | 90.64 | 92.74 | 93.02 | 91.99 | 89.77 | 91.34 | 92.29 | 91.61 | 91.32 | 91.46 | 91.65 | 93.74 | 92.46 | 91.91 | 91.58 |
| 2 | 372 | 40 | 0.01 | 32 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 93.08 | 90.91 | 92.50 | 91.80 | 90.81 | 92.02 | 93.26 | 90.32 | 92.52 | 91.03 | 93.09 | 93.63 | 92.08 | 92.93 | 92.27 | 89.72 | 93.46 | 91.02 | 91.05 | 90.76 | 91.25 | 93.32 | 92.83 | 91.90 | 92.11 | 90.78 |
| 8 | 372 | 40 | 0.01 | 48 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 92.47 | 91.32 | 90.96 | 90.58 | 92.04 | 90.33 | 92.76 | 90.93 | 92.87 | 91.95 | 91.98 | 92.30 | 92.27 | 92.87 | 91.74 | 93.75 | 92.40 | 92.56 | 92.80 | 92.59 | 91.62 | 93.50 | 93.67 | 90.90 | 91.76 | 93.32 |
| 22 | 372 | 40 | 0.01 | 48 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 92.05 | 93.65 | 93.03 | 91.67 | 93.19 | 89.74 | 91.60 | 88.34 | 94.09 | 91.53 | 91.82 | 93.81 | 91.60 | 91.55 | 90.83 | 92.74 | 91.93 | 92.02 | 92.23 | 91.64 | 92.59 | 91.35 | 91.84 | 91.10 | 92.57 | 90.32 |
| 5 | 372 | 40 | 0.01 | 48 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 90.41 | 92.05 | 92.80 | 91.74 | 93.08 | 91.03 | 91.09 | 89.93 | 91.87 | 91.96 | 93.10 | 90.07 | 90.35 | 91.72 | 92.07 | 91.55 | 91.62 | 92.83 | 91.38 | 92.46 | 93.41 | 93.47 | 92.61 | 92.14 | 92.36 | 91.86 |
| 7 | 372 | 40 | 0.01 | 48 | 0.00001 | 36 | 0.000000e+00 | 0.000000e+00 | 93.51 | 91.76 | 92.99 | 89.95 | 91.44 | 91.44 | 91.15 | 92.48 | 90.27 | 92.19 | 90.84 | 91.05 | 92.79 | 92.82 | 91.86 | 92.41 | 92.00 | 90.00 | 94.13 | 91.26 | 93.10 | 92.47 | 92.44 | 93.25 | 92.42 | 90.96 |
| 18 | 372 | 40 | 0.01 | 48 | 0.00001 | 36 | 0.000000e+00 | 1.000000e-08 | 92.14 | 91.87 | 92.39 | 90.94 | 90.33 | 93.86 | 93.20 | 91.04 | 90.38 | 90.43 | 93.77 | 89.96 | 90.65 | 92.33 | 92.60 | 90.59 | 93.09 | 91.75 | 92.67 | 90.24 | 91.92 | 92.98 | 91.69 | 91.51 | 93.28 | 92.48 |
| 20 | 372 | 40 | 0.01 | 48 | 0.00001 | 36 | 1.000000e-08 | 1.000000e-08 | 91.36 | 93.61 | 90.42 | 91.07 | 91.51 | 90.70 | 91.47 | 89.87 | 91.33 | 92.12 | 88.78 | 91.48 | 90.31 | 91.89 | 93.01 | 91.95 | 92.10 | 92.54 | 92.09 | 89.87 | 92.20 | 91.11 | 92.11 | 91.68 | 92.51 | 91.99 |
| 11 | 372 | 40 | 0.01 | 48 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 95.32 | 92.28 | 93.53 | 91.63 | 93.38 | 91.13 | 91.84 | 92.42 | 93.03 | 92.39 | 94.26 | 92.97 | 92.91 | 92.30 | 92.83 | 92.49 | 92.44 | 93.55 | 93.71 | 93.07 | 93.10 | 92.84 | 93.02 | 93.86 | 92.88 | 90.88 |
| 0 | 372 | 40 | 0.01 | 48 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 92.80 | 93.38 | 93.06 | 91.62 | 89.99 | 91.60 | 90.84 | 91.36 | 90.53 | 90.91 | 90.70 | 91.83 | 89.89 | 93.95 | 90.32 | 91.82 | 90.20 | 92.14 | 92.35 | 91.84 | 91.91 | 92.10 | 94.94 | 90.86 | 91.94 | 90.98 |
| 17 | 372 | 40 | 0.01 | 64 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 93.04 | 93.47 | 91.98 | 94.18 | 90.71 | 91.30 | 92.85 | 90.90 | 91.64 | 92.72 | 92.01 | 92.00 | 90.65 | 91.81 | 90.27 | 92.71 | 93.15 | 92.54 | 93.10 | 91.79 | 93.88 | 92.43 | 93.60 | 90.90 | 92.34 | 91.70 |
| 10 | 372 | 40 | 0.01 | 64 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 92.63 | 92.51 | 93.28 | 90.81 | 90.74 | 92.47 | 92.14 | 91.70 | 90.06 | 92.73 | 93.23 | 91.05 | 91.31 | 90.00 | 91.10 | 92.75 | 91.44 | 90.18 | 93.29 | 92.42 | 93.67 | 93.01 | 94.74 | 93.07 | 92.88 | 92.93 |
| 3 | 372 | 40 | 0.01 | 64 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 91.98 | 94.06 | 92.66 | 91.75 | 93.56 | 91.73 | 92.61 | 92.53 | 91.69 | 92.25 | 92.26 | 92.16 | 91.68 | 93.23 | 92.95 | 92.94 | 91.59 | 93.21 | 93.07 | 92.12 | 93.00 | 92.14 | 93.47 | 93.15 | 92.51 | 92.48 |
| 4 | 372 | 40 | 0.01 | 64 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 91.56 | 92.67 | 93.37 | 90.31 | 92.29 | 91.02 | 90.64 | 91.68 | 91.98 | 92.34 | 91.81 | 91.03 | 92.62 | 91.98 | 91.68 | 90.78 | 92.38 | 91.92 | 93.70 | 92.34 | 94.32 | 93.20 | 92.80 | 93.42 | 92.87 | 93.58 |
| 12 | 372 | 40 | 0.01 | 64 | 0.00001 | 36 | 0.000000e+00 | 1.000000e-08 | 92.29 | 92.04 | 92.78 | 91.48 | 93.13 | 90.93 | 92.60 | 90.58 | 91.10 | 93.67 | 92.40 | 92.86 | 93.37 | 92.75 | 91.54 | 91.96 | 92.13 | 93.61 | 92.79 | 92.18 | 92.87 | 94.32 | 93.46 | 92.84 | 93.25 | 93.02 |
| 13 | 372 | 40 | 0.01 | 64 | 0.00001 | 36 | 1.000000e-08 | 0.000000e+00 | 92.25 | 92.21 | 92.85 | 91.04 | 91.25 | 92.54 | 92.94 | 92.92 | 91.69 | 91.95 | 92.15 | 92.50 | 91.36 | 91.07 | 92.02 | 92.05 | 93.78 | 92.49 | 94.00 | 91.50 | 92.10 | 92.52 | 92.35 | 92.77 | 93.58 | 91.22 |
| 15 | 372 | 40 | 0.01 | 64 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 91.63 | 93.18 | 93.62 | 92.05 | 93.37 | 93.18 | 90.98 | 91.60 | 92.02 | 92.48 | 90.06 | 91.86 | 91.65 | 92.40 | 93.06 | 91.42 | 90.25 | 92.81 | 93.02 | 92.44 | 92.46 | 94.22 | 92.47 | 93.66 | 91.65 | 90.17 |
| 1 | 372 | 40 | 0.01 | 64 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 91.80 | 92.24 | 91.98 | 93.02 | 92.97 | 92.77 | 92.48 | 90.13 | 91.30 | 90.71 | 93.81 | 92.00 | 92.60 | 93.25 | 90.92 | 91.45 | 92.59 | 91.84 | 93.37 | 91.93 | 94.22 | 92.67 | 92.96 | 93.23 | 92.84 | 92.90 |
| 6 | 372 | 40 | 0.01 | 64 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 90.39 | 91.73 | 93.97 | 91.24 | 92.08 | 91.93 | 92.57 | 92.17 | 90.36 | 91.17 | 93.82 | 90.42 | 92.48 | 93.17 | 91.69 | 93.24 | 92.64 | 93.11 | 93.24 | 93.07 | 93.16 | 92.66 | 92.34 | 91.29 | 92.78 | 92.92 |
| 9 | 372 | 40 | 0.01 | 64 | 0.00100 | 36 | 1.000000e-08 | 0.000000e+00 | 93.23 | 93.68 | 92.18 | 91.90 | 93.12 | 91.95 | 93.36 | 92.00 | 91.66 | 89.18 | 92.89 | 94.11 | 93.44 | 91.84 | 93.82 | 92.24 | 91.06 | 92.59 | 91.41 | 92.24 | 93.66 | 93.11 | 94.35 | 94.04 | 92.57 | 91.34 |
Size of the test data: (23, 34)
Average & Std Deviation of the Significant rows:
| mean | std | |
|---|---|---|
| mAP_valid_abs_values_12 | 90.714348 | 0.522118 |
| mAP_valid_abs_values_20 | 90.463913 | 0.693029 |
| mAP_valid_abs_values_19 | 90.417826 | 0.581792 |
| mAP_valid_abs_values_22 | 90.320435 | 0.887742 |
| mAP_valid_abs_values_11 | 90.300000 | 0.836475 |
| mAP_valid_abs_values_13 | 90.229130 | 0.863702 |
| mAP_valid_abs_values_6 | 90.158261 | 0.611545 |
| mAP_valid_abs_values_16 | 89.963478 | 0.640849 |
| mAP_valid_abs_values_25 | 89.907391 | 0.745826 |
| mAP_valid_abs_values_2 | 89.897391 | 0.769617 |
| mAP_valid_abs_values_8 | 89.844783 | 0.860232 |
| mAP_valid_abs_values_14 | 89.816957 | 0.719605 |
| mAP_valid_abs_values_24 | 89.794783 | 0.898159 |
| mAP_valid_abs_values_21 | 89.789130 | 0.853309 |
| mAP_valid_abs_values_18 | 89.776522 | 0.732155 |
| mAP_valid_abs_values_4 | 89.747826 | 0.672803 |
| mAP_valid_abs_values_7 | 89.699565 | 0.702000 |
| mAP_valid_abs_values_17 | 89.692609 | 0.861496 |
| mAP_valid_abs_values_3 | 89.623478 | 0.531521 |
| mAP_valid_abs_values_15 | 89.606087 | 0.583498 |
| mAP_valid_abs_values_26 | 89.562609 | 0.943071 |
| mAP_valid_abs_values_10 | 89.503478 | 0.568112 |
| mAP_valid_abs_values_9 | 89.491739 | 0.632496 |
| mAP_valid_abs_values | 89.448696 | 0.953469 |
| mAP_valid_abs_values_5 | 89.364783 | 0.612854 |
| mAP_valid_abs_values_23 | 89.252174 | 1.041040 |
We then apply the hyperparameters to the test set and average the results.
Code
####################################################
# Use the hyperparameters to the test data.
####################################################
optimal_params = dt_valid.loc[dt_valid_sub_mw1.index][['input_size', 'output_size', 'learning_rate', 'batch_size', 'alpha', 'margin', 'l1_reg', 'l2_reg']].reset_index()
optimal_params.drop(['index'], axis=1, inplace = True)
optimal_params.to_csv('optimal_params_40bit.csv',index=False)
#rotation invariance test data with optimal parameters
test_data_1 = pd.merge(optimal_params, dt_test, how='left')
test_data_1_sub = test_data_1[list(test_data_1.columns[test_data_1.columns.str.startswith('mAP_test')])]
test_data_1['average_map'] = test_data_1_sub.apply(np.mean, axis=1)
test_data_1.sort_values(by=['average_map'], ascending= False,inplace=True)| mean | std | |
|---|---|---|
| mAP_test_abs_values_23 | 92.953478 | 0.934260 |
| mAP_test_abs_values_22 | 92.722174 | 0.814823 |
| mAP_test_abs_values_21 | 92.652609 | 0.954564 |
| mAP_test_abs_values_19 | 92.593043 | 1.074377 |
| mAP_test_abs_values_25 | 92.448696 | 0.693766 |
| mAP_test_abs_values_3 | 92.423478 | 1.111578 |
| mAP_test_abs_values_14 | 92.342174 | 0.852291 |
| mAP_test_abs_values_2 | 92.309565 | 0.988040 |
| mAP_test_abs_values_24 | 92.250000 | 1.147547 |
| mAP_test_abs_values_18 | 92.247826 | 1.069120 |
| mAP_test_abs_values_11 | 92.172609 | 1.344177 |
| mAP_test_abs_values_17 | 92.120000 | 0.912469 |
| mAP_test_abs_values_7 | 92.044783 | 0.923663 |
| average_map | 92.040585 | 0.427225 |
| mAP_test_abs_values | 92.023478 | 1.320608 |
| mAP_test_abs_values_5 | 91.959565 | 1.195075 |
| mAP_test_abs_values_16 | 91.815652 | 1.073519 |
| mAP_test_abs_values_15 | 91.792609 | 1.021858 |
| mAP_test_abs_values_26 | 91.779565 | 1.002454 |
| mAP_test_abs_values_10 | 91.754348 | 0.994836 |
| mAP_test_abs_values_20 | 91.670870 | 1.084686 |
| mAP_test_abs_values_12 | 91.643043 | 1.327624 |
| mAP_test_abs_values_13 | 91.589130 | 1.191443 |
| mAP_test_abs_values_9 | 91.558696 | 0.962560 |
| mAP_test_abs_values_6 | 91.520435 | 1.086150 |
| mAP_test_abs_values_4 | 91.505652 | 1.012705 |
| mAP_test_abs_values_8 | 91.161739 | 1.125206 |
Code
def extract_number(text):
if isinstance(text, str):
matches = re.findall(r'\d+', text)
return int(matches[0]) if matches else 1
return 1
res_valid_mwu_40['id'] = res_valid_mwu_40.index.to_series().apply(extract_number)
res_test_mwu_40['id'] = res_test_mwu_40.index.to_series().apply(extract_number)
res_comb = pd.concat([res_valid_mwu_40,res_test_mwu_40])
index_series = res_comb.index.to_series()
res_comb['type'] = np.where(
index_series.str.contains('valid', case=False), 'valid',
np.where(index_series.str.contains('test', case=False), 'test', 'unknown')
)
res_comb = res_comb.query("type !='unknown'")
res_comb = res_comb.reset_index(drop=True)
res_test_mwu_40 = res_test_mwu_40.sort_values(by=['id']).reset_index().query("index !='average_map'")
res_valid_mwu_40 = res_valid_mwu_40.reset_index(drop=True)
res_valid_mwu_40.columns = ['valid_score', 'std', 'id']
res_valid_mwu_40 = res_valid_mwu_40[['valid_score', 'id']]
res_test_mwu_40.columns = ['label2', 'test_score', 'std', 'id']
res_test_mwu_40 = res_test_mwu_40[['test_score', 'id']]
result_merged_mwu_40 = pd.merge(res_valid_mwu_40,res_test_mwu_40,on='id')
result_merged_mwu_40.sort_values(by=['valid_score'], ascending=False,inplace=True)
result_merged_mwu_40 = result_merged_mwu_40[['id','valid_score','test_score']]
html_table = result_merged_mwu_40.to_html(index=True)
# Wrap in a scrollable div
scrollable_table = f"""
<div style="height: 500px; width: 100%; overflow-x: auto; overflow-y: auto;">
{html_table}
</div>
"""
# Display the scrollable table
display(HTML(scrollable_table))| id | valid_score | test_score | |
|---|---|---|---|
| 0 | 12 | 90.714348 | 91.643043 |
| 1 | 20 | 90.463913 | 91.670870 |
| 2 | 19 | 90.417826 | 92.593043 |
| 3 | 22 | 90.320435 | 92.722174 |
| 4 | 11 | 90.300000 | 92.172609 |
| 5 | 13 | 90.229130 | 91.589130 |
| 6 | 6 | 90.158261 | 91.520435 |
| 7 | 16 | 89.963478 | 91.815652 |
| 8 | 25 | 89.907391 | 92.448696 |
| 9 | 2 | 89.897391 | 92.309565 |
| 10 | 8 | 89.844783 | 91.161739 |
| 11 | 14 | 89.816957 | 92.342174 |
| 12 | 24 | 89.794783 | 92.250000 |
| 13 | 21 | 89.789130 | 92.652609 |
| 14 | 18 | 89.776522 | 92.247826 |
| 15 | 4 | 89.747826 | 91.505652 |
| 16 | 7 | 89.699565 | 92.044783 |
| 17 | 17 | 89.692609 | 92.120000 |
| 18 | 3 | 89.623478 | 92.423478 |
| 19 | 15 | 89.606087 | 91.792609 |
| 20 | 26 | 89.562609 | 91.779565 |
| 21 | 10 | 89.503478 | 91.754348 |
| 22 | 9 | 89.491739 | 91.558696 |
| 23 | 1 | 89.448696 | 92.023478 |
| 24 | 5 | 89.364783 | 91.959565 |
| 25 | 23 | 89.252174 | 92.953478 |
Code
#%%
layer_vsn = 'v3_layers_40_56'
dt_valid = pd.read_csv(f"descriptors_tain_valid_test/v3_layers/merged_validation_runs_wide_format_abs_13062024_{layer_vsn}.csv")
dt_test = pd.read_csv(f"descriptors_tain_valid_test/v3_layers/merged_test_runs_wide_format_abs_13062024_{layer_vsn}.csv")
output_size = 56
query = (
"output_size == @output_size "
)
dt_valid = dt_valid.query(query)
dt_test = dt_test.query(query)| input_size | output_size | learning_rate | batch_size | alpha | margin | l1_reg | l2_reg | mAP_valid_abs_values | mAP_valid_abs_values_2 | mAP_valid_abs_values_3 | mAP_valid_abs_values_4 | mAP_valid_abs_values_5 | mAP_valid_abs_values_6 | mAP_valid_abs_values_7 | mAP_valid_abs_values_8 | mAP_valid_abs_values_9 | mAP_valid_abs_values_10 | mAP_valid_abs_values_11 | mAP_valid_abs_values_12 | mAP_valid_abs_values_13 | mAP_valid_abs_values_14 | mAP_valid_abs_values_15 | mAP_valid_abs_values_16 | mAP_valid_abs_values_17 | mAP_valid_abs_values_18 | mAP_valid_abs_values_19 | mAP_valid_abs_values_20 | mAP_valid_abs_values_21 | mAP_valid_abs_values_22 | mAP_valid_abs_values_23 | mAP_valid_abs_values_24 | mAP_valid_abs_values_25 | mAP_valid_abs_values_26 | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 4 | 372 | 56 | 0.10 | 32 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 86.71 | 88.93 | 86.95 | 87.46 | 86.98 | 87.96 | 85.88 | 89.33 | 87.51 | 87.08 | 88.67 | 87.22 | 87.34 | 87.75 | 89.57 | 89.55 | 90.00 | 87.76 | 89.35 | 88.04 | 89.29 | 87.50 | 86.91 | 86.12 | 86.75 | 87.43 |
| 5 | 372 | 56 | 0.10 | 32 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 87.61 | 86.86 | 87.14 | 88.05 | 87.20 | 87.52 | 89.06 | 88.03 | 88.63 | 87.24 | 88.52 | 89.43 | 87.93 | 88.24 | 89.25 | 87.20 | 88.39 | 89.02 | 87.79 | 88.71 | 89.19 | 87.78 | 87.83 | 88.06 | 87.40 | 87.44 |
| 6 | 372 | 56 | 0.10 | 32 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 87.05 | 88.27 | 88.75 | 87.41 | 87.73 | 87.51 | 86.65 | 89.44 | 42.66 | 87.90 | 89.95 | 88.49 | 88.29 | 42.66 | 88.03 | 87.89 | 88.47 | 87.81 | 89.46 | 87.75 | 88.42 | 88.36 | 89.08 | 87.74 | 88.17 | 88.16 |
| 7 | 372 | 56 | 0.10 | 32 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 87.19 | 89.12 | 88.51 | 87.37 | 88.11 | 88.23 | 87.84 | 88.23 | 89.21 | 87.82 | 89.13 | 88.50 | 88.35 | 87.86 | 87.80 | 88.20 | 88.28 | 89.27 | 88.36 | 88.73 | 88.88 | 87.46 | 89.48 | 88.04 | 87.17 | 88.06 |
| 12 | 372 | 56 | 0.10 | 48 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 87.28 | 87.54 | 85.77 | 87.77 | 88.09 | 86.01 | 86.95 | 87.32 | 88.22 | 86.67 | 86.61 | 87.61 | 87.48 | 87.80 | 87.94 | 89.06 | 88.05 | 88.33 | 87.67 | 87.09 | 88.41 | 89.02 | 88.60 | 88.11 | 87.75 | 88.25 |
| 13 | 372 | 56 | 0.10 | 48 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 87.66 | 88.26 | 87.61 | 88.95 | 88.33 | 87.94 | 88.22 | 88.85 | 89.25 | 89.67 | 88.98 | 87.55 | 88.41 | 88.48 | 89.10 | 89.02 | 89.41 | 89.26 | 88.94 | 88.53 | 88.94 | 88.85 | 88.11 | 87.64 | 87.68 | 87.96 |
| 14 | 372 | 56 | 0.10 | 48 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 85.08 | 88.88 | 86.62 | 42.66 | 42.66 | 42.66 | 88.09 | 90.16 | 87.18 | 89.15 | 89.33 | 88.98 | 86.97 | 87.66 | 88.78 | 89.23 | 89.04 | 89.92 | 87.85 | 89.80 | 88.66 | 88.51 | 86.78 | 89.26 | 87.36 | 88.03 |
| 15 | 372 | 56 | 0.10 | 48 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 88.07 | 86.86 | 89.33 | 88.16 | 88.16 | 89.08 | 86.72 | 88.60 | 87.07 | 88.48 | 88.83 | 88.27 | 88.59 | 86.93 | 88.74 | 89.45 | 89.32 | 89.42 | 88.07 | 89.98 | 89.21 | 88.58 | 84.44 | 86.75 | 88.87 | 88.28 |
| 20 | 372 | 56 | 0.10 | 64 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 86.79 | 87.68 | 84.22 | 89.50 | 86.37 | 88.58 | 88.19 | 87.29 | 89.23 | 87.84 | 88.69 | 90.12 | 87.66 | 88.73 | 87.58 | 88.55 | 87.01 | 87.64 | 87.64 | 88.17 | 89.14 | 88.78 | 88.58 | 87.23 | 87.70 | 87.48 |
| 21 | 372 | 56 | 0.10 | 64 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 86.40 | 87.34 | 89.86 | 88.66 | 87.57 | 89.71 | 90.38 | 88.64 | 87.32 | 87.78 | 88.55 | 90.68 | 88.35 | 86.86 | 87.46 | 86.60 | 86.97 | 86.72 | 87.63 | 42.66 | 87.92 | 89.53 | 89.41 | 87.49 | 88.59 | 91.26 |
| 22 | 372 | 56 | 0.10 | 64 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 88.70 | 87.28 | 88.12 | 88.97 | 90.05 | 87.71 | 87.72 | 90.69 | 89.79 | 89.97 | 88.20 | 89.35 | 88.53 | 89.13 | 89.36 | 87.79 | 88.87 | 88.05 | 91.67 | 88.32 | 87.62 | 89.44 | 86.97 | 87.83 | 88.08 | 88.92 |
| 23 | 372 | 56 | 0.10 | 64 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 88.30 | 89.03 | 86.79 | 89.17 | 87.81 | 88.41 | 87.37 | 90.41 | 88.17 | 88.40 | 88.33 | 89.21 | 89.74 | 89.49 | 88.61 | 87.10 | 87.70 | 90.31 | 89.29 | 89.21 | 87.74 | 89.19 | 88.39 | 86.51 | 88.85 | 90.00 |
| 28 | 372 | 56 | 0.10 | 32 | 0.00100 | 36 | 0.000000e+00 | 0.000000e+00 | 87.73 | 88.69 | 86.56 | 87.77 | 86.48 | 87.53 | 87.42 | 87.56 | 86.59 | 87.50 | 89.32 | 88.65 | 87.66 | 87.82 | 87.67 | 86.60 | 89.28 | 87.47 | 89.23 | 88.73 | 88.21 | 88.19 | 87.03 | 87.73 | 88.20 | 87.71 |
| 29 | 372 | 56 | 0.10 | 32 | 0.00100 | 36 | 0.000000e+00 | 1.000000e-08 | 87.38 | 88.58 | 87.37 | 88.30 | 88.65 | 89.48 | 89.15 | 88.66 | 88.45 | 88.56 | 89.67 | 90.58 | 89.55 | 89.48 | 88.08 | 89.90 | 88.80 | 91.48 | 90.52 | 90.60 | 87.44 | 87.92 | 89.60 | 89.60 | 90.25 | 88.52 |
| 30 | 372 | 56 | 0.10 | 32 | 0.00100 | 36 | 1.000000e-08 | 0.000000e+00 | 87.50 | 87.89 | 85.98 | 85.38 | 86.61 | 88.55 | 87.07 | 89.95 | 89.87 | 88.77 | 87.39 | 89.72 | 89.79 | 88.34 | 87.66 | 89.33 | 87.34 | 87.28 | 87.69 | 89.12 | 87.65 | 89.08 | 88.44 | 88.48 | 89.80 | 88.87 |
| 31 | 372 | 56 | 0.10 | 32 | 0.00100 | 36 | 1.000000e-08 | 1.000000e-08 | 85.83 | 87.42 | 87.51 | 88.70 | 89.28 | 88.50 | 89.06 | 89.26 | 89.26 | 89.27 | 88.12 | 88.97 | 87.51 | 88.93 | 87.90 | 89.87 | 88.54 | 90.00 | 87.97 | 90.22 | 88.36 | 88.97 | 89.95 | 88.93 | 86.80 | 88.17 |
| 36 | 372 | 56 | 0.10 | 48 | 0.00100 | 36 | 0.000000e+00 | 0.000000e+00 | 86.73 | 88.65 | 86.73 | 88.68 | 86.38 | 89.04 | 89.34 | 89.41 | 86.90 | 88.98 | 88.40 | 88.90 | 87.82 | 86.02 | 88.33 | 87.23 | 87.95 | 87.96 | 87.73 | 89.48 | 91.02 | 87.36 | 88.15 | 88.62 | 84.80 | 90.26 |
| 37 | 372 | 56 | 0.10 | 48 | 0.00100 | 36 | 0.000000e+00 | 1.000000e-08 | 86.81 | 87.68 | 87.39 | 88.84 | 87.33 | 87.44 | 88.05 | 89.43 | 87.81 | 87.32 | 87.60 | 88.40 | 89.76 | 88.68 | 88.17 | 89.34 | 89.23 | 89.58 | 88.80 | 88.90 | 87.82 | 89.67 | 87.35 | 88.87 | 87.95 | 86.73 |
| 38 | 372 | 56 | 0.10 | 48 | 0.00100 | 36 | 1.000000e-08 | 0.000000e+00 | 87.54 | 88.44 | 88.19 | 89.23 | 88.13 | 90.35 | 87.39 | 87.54 | 90.32 | 88.80 | 90.74 | 89.54 | 87.79 | 88.99 | 88.18 | 89.09 | 87.37 | 88.41 | 88.93 | 88.54 | 88.24 | 87.33 | 88.67 | 87.69 | 88.76 | 88.90 |
| 39 | 372 | 56 | 0.10 | 48 | 0.00100 | 36 | 1.000000e-08 | 1.000000e-08 | 87.45 | 89.04 | 89.20 | 90.17 | 88.84 | 89.02 | 88.82 | 88.23 | 89.97 | 89.59 | 89.37 | 89.15 | 87.02 | 88.36 | 86.97 | 91.10 | 86.96 | 89.56 | 88.71 | 89.04 | 89.01 | 88.85 | 89.22 | 88.13 | 88.74 | 89.24 |
| 44 | 372 | 56 | 0.10 | 64 | 0.00100 | 36 | 0.000000e+00 | 0.000000e+00 | 88.00 | 88.81 | 88.68 | 88.41 | 87.51 | 89.14 | 87.96 | 88.28 | 88.49 | 89.34 | 88.88 | 88.88 | 89.24 | 88.71 | 87.77 | 87.39 | 87.99 | 88.85 | 88.54 | 89.12 | 88.59 | 89.66 | 88.62 | 89.06 | 88.59 | 86.69 |
| 45 | 372 | 56 | 0.10 | 64 | 0.00100 | 36 | 0.000000e+00 | 1.000000e-08 | 87.97 | 88.97 | 88.01 | 88.92 | 88.02 | 87.85 | 87.68 | 90.96 | 89.17 | 88.76 | 89.97 | 88.36 | 87.12 | 88.72 | 88.60 | 88.21 | 89.48 | 88.60 | 88.07 | 89.29 | 88.60 | 89.04 | 87.70 | 87.72 | 88.98 | 88.32 |
| 46 | 372 | 56 | 0.10 | 64 | 0.00100 | 36 | 1.000000e-08 | 0.000000e+00 | 87.59 | 85.48 | 88.47 | 88.39 | 88.46 | 89.78 | 86.73 | 88.91 | 88.05 | 89.19 | 90.21 | 88.39 | 89.24 | 88.58 | 89.33 | 89.71 | 89.10 | 88.61 | 88.43 | 89.26 | 88.06 | 88.22 | 88.99 | 88.71 | 88.59 | 89.40 |
| 47 | 372 | 56 | 0.10 | 64 | 0.00100 | 36 | 1.000000e-08 | 1.000000e-08 | 86.76 | 88.48 | 87.67 | 89.21 | 89.54 | 88.01 | 89.74 | 88.85 | 88.47 | 88.43 | 88.63 | 89.38 | 88.35 | 88.83 | 89.92 | 89.88 | 88.52 | 86.98 | 88.85 | 89.27 | 90.00 | 89.26 | 88.37 | 89.19 | 89.75 | 88.79 |
| 52 | 372 | 56 | 0.10 | 32 | 0.00100 | 48 | 0.000000e+00 | 0.000000e+00 | 85.78 | 87.17 | 85.49 | 90.45 | 88.20 | 89.56 | 88.30 | 89.53 | 89.90 | 88.11 | 88.17 | 88.92 | 87.59 | 88.18 | 89.29 | 88.48 | 89.72 | 89.28 | 89.00 | 88.43 | 88.12 | 89.66 | 89.29 | 88.06 | 88.22 | 88.94 |
| 53 | 372 | 56 | 0.10 | 32 | 0.00100 | 48 | 0.000000e+00 | 1.000000e-08 | 89.29 | 87.30 | 88.76 | 87.98 | 87.52 | 88.25 | 89.15 | 90.46 | 88.51 | 88.51 | 88.76 | 89.43 | 89.95 | 88.37 | 91.30 | 91.73 | 89.39 | 88.16 | 88.93 | 89.18 | 87.72 | 89.03 | 89.03 | 88.03 | 89.16 | 87.87 |
| 54 | 372 | 56 | 0.10 | 32 | 0.00100 | 48 | 1.000000e-08 | 0.000000e+00 | 87.30 | 88.44 | 88.01 | 88.79 | 86.83 | 88.65 | 88.71 | 87.90 | 87.83 | 88.74 | 89.98 | 89.69 | 89.56 | 89.94 | 88.22 | 88.87 | 88.11 | 88.73 | 89.09 | 90.13 | 86.68 | 87.36 | 88.91 | 87.71 | 88.54 | 88.71 |
| 55 | 372 | 56 | 0.10 | 32 | 0.00100 | 48 | 1.000000e-08 | 1.000000e-08 | 86.79 | 87.99 | 87.55 | 87.60 | 87.38 | 89.80 | 86.18 | 89.38 | 89.70 | 89.46 | 89.85 | 88.88 | 89.64 | 89.72 | 89.05 | 88.83 | 88.78 | 88.94 | 89.14 | 88.53 | 89.25 | 87.98 | 87.81 | 88.46 | 88.37 | 87.99 |
| 60 | 372 | 56 | 0.10 | 48 | 0.00100 | 48 | 0.000000e+00 | 0.000000e+00 | 86.27 | 88.62 | 86.96 | 88.91 | 86.84 | 89.26 | 88.38 | 89.83 | 88.58 | 87.74 | 88.70 | 89.26 | 88.57 | 89.04 | 88.89 | 89.28 | 87.80 | 90.09 | 88.46 | 89.95 | 89.54 | 87.51 | 87.23 | 88.22 | 87.12 | 88.97 |
| 61 | 372 | 56 | 0.10 | 48 | 0.00100 | 48 | 0.000000e+00 | 1.000000e-08 | 88.94 | 89.26 | 87.68 | 89.52 | 88.20 | 89.37 | 88.08 | 89.12 | 88.07 | 87.00 | 89.68 | 88.03 | 88.68 | 88.24 | 88.48 | 89.28 | 89.04 | 89.82 | 86.93 | 88.92 | 89.44 | 89.12 | 89.41 | 86.25 | 87.32 | 87.94 |
| 62 | 372 | 56 | 0.10 | 48 | 0.00100 | 48 | 1.000000e-08 | 0.000000e+00 | 90.10 | 85.76 | 86.79 | 89.13 | 87.89 | 87.13 | 88.39 | 88.41 | 87.68 | 89.06 | 89.63 | 89.09 | 87.57 | 90.76 | 89.41 | 88.47 | 87.78 | 88.25 | 88.03 | 89.01 | 87.44 | 91.29 | 88.76 | 88.05 | 88.46 | 87.64 |
| 63 | 372 | 56 | 0.10 | 48 | 0.00100 | 48 | 1.000000e-08 | 1.000000e-08 | 87.91 | 88.51 | 86.66 | 88.34 | 88.03 | 88.59 | 87.81 | 88.47 | 89.12 | 88.72 | 88.18 | 89.50 | 89.52 | 89.31 | 89.72 | 88.88 | 89.34 | 88.04 | 89.37 | 89.29 | 88.47 | 88.68 | 88.31 | 87.32 | 89.13 | 89.16 |
| 68 | 372 | 56 | 0.10 | 64 | 0.00100 | 48 | 0.000000e+00 | 0.000000e+00 | 84.85 | 87.61 | 86.37 | 87.40 | 87.51 | 88.67 | 89.49 | 89.00 | 88.88 | 88.25 | 89.57 | 88.96 | 89.64 | 87.59 | 88.55 | 87.87 | 88.98 | 86.58 | 88.51 | 89.12 | 87.54 | 89.16 | 87.88 | 88.95 | 88.04 | 88.23 |
| 69 | 372 | 56 | 0.10 | 64 | 0.00100 | 48 | 0.000000e+00 | 1.000000e-08 | 87.14 | 89.51 | 87.27 | 87.36 | 89.02 | 88.31 | 88.44 | 88.93 | 89.27 | 86.38 | 88.94 | 88.77 | 87.02 | 90.47 | 88.76 | 90.41 | 87.74 | 89.55 | 89.17 | 87.76 | 88.08 | 88.69 | 87.83 | 87.80 | 88.13 | 89.45 |
| 70 | 372 | 56 | 0.10 | 64 | 0.00100 | 48 | 1.000000e-08 | 0.000000e+00 | 88.80 | 87.39 | 88.20 | 89.20 | 89.33 | 88.82 | 88.79 | 88.12 | 88.68 | 90.00 | 90.26 | 89.64 | 86.85 | 88.19 | 86.82 | 89.19 | 87.48 | 88.69 | 88.22 | 88.89 | 88.89 | 88.06 | 88.15 | 88.46 | 87.97 | 89.44 |
| 71 | 372 | 56 | 0.10 | 64 | 0.00100 | 48 | 1.000000e-08 | 1.000000e-08 | 88.21 | 88.97 | 87.52 | 88.83 | 87.48 | 89.10 | 86.57 | 89.04 | 87.92 | 88.58 | 87.84 | 89.03 | 89.09 | 88.31 | 88.95 | 89.62 | 87.67 | 89.08 | 89.51 | 89.86 | 88.69 | 87.90 | 89.49 | 87.68 | 88.45 | 89.90 |
| 76 | 372 | 56 | 0.10 | 32 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 87.41 | 87.08 | 87.24 | 87.61 | 85.94 | 87.96 | 87.34 | 87.33 | 87.55 | 87.97 | 88.96 | 87.66 | 82.88 | 88.24 | 88.75 | 87.01 | 86.85 | 89.46 | 87.41 | 88.27 | 87.81 | 87.84 | 87.62 | 88.13 | 86.88 | 87.09 |
| 77 | 372 | 56 | 0.10 | 32 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 88.34 | 87.75 | 87.90 | 88.47 | 87.93 | 87.70 | 88.58 | 88.16 | 88.80 | 89.69 | 90.56 | 87.76 | 89.29 | 88.07 | 88.33 | 89.77 | 89.89 | 86.77 | 90.32 | 88.72 | 87.44 | 87.75 | 87.10 | 87.43 | 89.07 | 87.65 |
| 78 | 372 | 56 | 0.10 | 32 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 87.87 | 88.16 | 89.31 | 88.64 | 87.12 | 89.46 | 88.96 | 89.80 | 88.52 | 88.42 | 90.04 | 89.60 | 89.05 | 89.32 | 87.85 | 89.75 | 89.15 | 88.75 | 90.11 | 88.94 | 89.36 | 87.96 | 88.40 | 91.19 | 88.93 | 91.39 |
| 79 | 372 | 56 | 0.10 | 32 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 87.38 | 88.08 | 86.17 | 87.98 | 87.54 | 88.10 | 88.68 | 88.12 | 89.63 | 88.01 | 87.88 | 90.31 | 89.40 | 87.30 | 88.75 | 86.29 | 89.24 | 89.18 | 88.18 | 88.79 | 88.31 | 89.31 | 88.31 | 88.61 | 89.30 | 88.98 |
| 84 | 372 | 56 | 0.10 | 48 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 86.13 | 85.55 | 86.85 | 88.35 | 88.85 | 87.80 | 87.65 | 87.94 | 87.50 | 88.96 | 89.12 | 88.33 | 87.98 | 88.93 | 87.21 | 87.64 | 89.30 | 87.82 | 88.21 | 88.97 | 88.89 | 87.55 | 88.53 | 87.91 | 88.47 | 87.86 |
| 85 | 372 | 56 | 0.10 | 48 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 87.59 | 87.10 | 88.28 | 89.32 | 90.06 | 88.99 | 89.91 | 89.77 | 90.13 | 87.89 | 89.03 | 90.13 | 89.19 | 87.53 | 88.51 | 88.53 | 89.15 | 88.27 | 88.29 | 88.18 | 89.41 | 89.49 | 89.77 | 88.17 | 88.11 | 87.57 |
| 86 | 372 | 56 | 0.10 | 48 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 87.07 | 88.14 | 87.55 | 86.42 | 89.47 | 88.54 | 87.49 | 89.66 | 89.31 | 87.43 | 88.99 | 89.53 | 88.91 | 88.56 | 88.23 | 88.19 | 88.52 | 89.85 | 89.50 | 88.78 | 88.20 | 89.00 | 88.15 | 89.00 | 88.30 | 88.30 |
| 87 | 372 | 56 | 0.10 | 48 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 88.64 | 90.14 | 88.75 | 89.35 | 89.67 | 87.58 | 89.14 | 87.94 | 89.69 | 89.00 | 88.76 | 88.87 | 89.01 | 88.70 | 89.25 | 89.13 | 88.24 | 87.12 | 88.85 | 88.87 | 89.44 | 88.42 | 89.16 | 89.84 | 89.08 | 87.29 |
| 92 | 372 | 56 | 0.10 | 64 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 87.09 | 87.89 | 88.12 | 86.92 | 85.65 | 87.84 | 88.73 | 87.44 | 88.24 | 42.66 | 88.31 | 88.96 | 87.24 | 87.29 | 88.83 | 86.77 | 87.68 | 87.52 | 87.07 | 88.77 | 87.34 | 87.76 | 88.91 | 89.24 | 88.08 | 87.23 |
| 93 | 372 | 56 | 0.10 | 64 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 87.40 | 89.03 | 86.51 | 90.26 | 88.19 | 89.46 | 88.44 | 89.91 | 88.63 | 87.60 | 88.93 | 88.05 | 88.17 | 89.77 | 88.66 | 88.57 | 88.38 | 89.42 | 89.16 | 89.67 | 89.22 | 88.74 | 88.62 | 89.03 | 88.25 | 89.78 |
| 94 | 372 | 56 | 0.10 | 64 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 86.31 | 87.47 | 87.09 | 87.71 | 89.32 | 89.71 | 89.57 | 87.66 | 87.71 | 87.64 | 88.93 | 89.18 | 88.32 | 88.42 | 89.08 | 90.97 | 87.24 | 88.21 | 87.78 | 88.45 | 87.95 | 87.49 | 88.20 | 89.18 | 89.05 | 88.40 |
| 95 | 372 | 56 | 0.10 | 64 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 87.78 | 88.88 | 89.84 | 88.07 | 87.16 | 90.00 | 89.50 | 89.34 | 89.11 | 90.43 | 90.49 | 89.32 | 88.94 | 87.76 | 88.17 | 90.30 | 88.94 | 88.91 | 89.85 | 89.69 | 89.55 | 89.43 | 89.48 | 89.06 | 89.59 | 89.95 |
| 100 | 372 | 56 | 0.10 | 32 | 0.00001 | 36 | 0.000000e+00 | 0.000000e+00 | 87.56 | 86.63 | 86.50 | 88.74 | 88.77 | 87.50 | 89.15 | 88.19 | 88.18 | 87.86 | 88.24 | 88.60 | 88.39 | 88.89 | 86.58 | 88.99 | 89.04 | 86.71 | 89.68 | 88.83 | 89.53 | 89.36 | 88.40 | 87.62 | 88.01 | 87.75 |
| 101 | 372 | 56 | 0.10 | 32 | 0.00001 | 36 | 0.000000e+00 | 1.000000e-08 | 87.59 | 88.76 | 87.69 | 87.87 | 90.00 | 88.67 | 88.86 | 88.67 | 88.87 | 87.14 | 88.81 | 88.37 | 89.27 | 87.99 | 88.83 | 90.50 | 88.72 | 88.82 | 89.53 | 89.50 | 87.81 | 88.39 | 88.60 | 89.88 | 90.48 | 86.96 |
| 102 | 372 | 56 | 0.10 | 32 | 0.00001 | 36 | 1.000000e-08 | 0.000000e+00 | 88.08 | 87.86 | 87.88 | 88.31 | 88.14 | 89.01 | 88.31 | 88.98 | 89.02 | 88.87 | 88.79 | 87.61 | 89.69 | 89.12 | 89.06 | 89.84 | 89.25 | 88.74 | 87.62 | 89.37 | 89.18 | 89.37 | 88.61 | 87.28 | 90.23 | 88.15 |
| 103 | 372 | 56 | 0.10 | 32 | 0.00001 | 36 | 1.000000e-08 | 1.000000e-08 | 88.75 | 88.87 | 88.10 | 89.24 | 88.51 | 88.65 | 89.20 | 89.18 | 87.82 | 89.00 | 89.58 | 88.72 | 87.42 | 88.22 | 89.37 | 88.89 | 88.63 | 89.33 | 88.16 | 90.26 | 89.85 | 87.43 | 90.21 | 87.50 | 88.94 | 88.05 |
| 108 | 372 | 56 | 0.10 | 48 | 0.00001 | 36 | 0.000000e+00 | 0.000000e+00 | 89.07 | 88.62 | 89.40 | 88.26 | 86.91 | 88.10 | 86.60 | 88.87 | 88.21 | 88.60 | 87.82 | 88.61 | 89.19 | 87.29 | 87.60 | 88.67 | 88.44 | 88.24 | 88.56 | 88.34 | 89.00 | 88.34 | 87.67 | 89.35 | 88.84 | 89.20 |
| 109 | 372 | 56 | 0.10 | 48 | 0.00001 | 36 | 0.000000e+00 | 1.000000e-08 | 87.59 | 89.23 | 89.84 | 88.13 | 87.68 | 88.36 | 88.77 | 89.31 | 90.93 | 87.87 | 88.66 | 88.91 | 90.16 | 88.74 | 89.07 | 89.84 | 89.21 | 88.65 | 87.72 | 88.75 | 87.78 | 88.71 | 87.74 | 88.01 | 88.58 | 87.93 |
| 110 | 372 | 56 | 0.10 | 48 | 0.00001 | 36 | 1.000000e-08 | 0.000000e+00 | 88.30 | 89.65 | 88.83 | 88.94 | 88.52 | 87.53 | 88.01 | 89.40 | 89.40 | 88.60 | 88.23 | 88.57 | 89.10 | 87.16 | 87.22 | 89.69 | 89.17 | 90.44 | 89.28 | 88.99 | 88.42 | 89.70 | 87.31 | 88.54 | 89.72 | 89.68 |
| 111 | 372 | 56 | 0.10 | 48 | 0.00001 | 36 | 1.000000e-08 | 1.000000e-08 | 88.55 | 89.43 | 90.06 | 89.54 | 87.77 | 88.05 | 87.80 | 89.56 | 90.19 | 87.63 | 90.47 | 89.56 | 88.53 | 87.95 | 88.62 | 90.22 | 90.72 | 90.30 | 90.94 | 89.35 | 87.59 | 89.11 | 87.19 | 88.41 | 88.90 | 90.06 |
| 116 | 372 | 56 | 0.10 | 64 | 0.00001 | 36 | 0.000000e+00 | 0.000000e+00 | 85.38 | 88.24 | 87.15 | 88.44 | 88.00 | 89.02 | 86.31 | 87.62 | 88.35 | 88.42 | 88.45 | 90.07 | 87.93 | 88.01 | 88.54 | 88.09 | 89.46 | 87.19 | 88.37 | 87.77 | 88.42 | 87.19 | 85.88 | 86.91 | 89.07 | 86.65 |
| 117 | 372 | 56 | 0.10 | 64 | 0.00001 | 36 | 0.000000e+00 | 1.000000e-08 | 87.72 | 89.49 | 88.89 | 88.58 | 88.63 | 89.25 | 88.25 | 87.48 | 88.12 | 88.03 | 88.73 | 90.46 | 88.30 | 88.56 | 88.67 | 89.05 | 89.57 | 88.53 | 88.97 | 90.20 | 88.26 | 89.15 | 87.85 | 88.17 | 87.93 | 88.99 |
| 118 | 372 | 56 | 0.10 | 64 | 0.00001 | 36 | 1.000000e-08 | 0.000000e+00 | 88.24 | 89.01 | 87.92 | 89.13 | 88.04 | 89.14 | 88.99 | 89.24 | 88.46 | 88.84 | 89.07 | 89.26 | 89.68 | 87.52 | 88.33 | 91.99 | 89.16 | 90.04 | 87.58 | 90.06 | 90.01 | 89.21 | 88.10 | 88.31 | 89.63 | 87.93 |
| 119 | 372 | 56 | 0.10 | 64 | 0.00001 | 36 | 1.000000e-08 | 1.000000e-08 | 87.07 | 90.14 | 87.74 | 88.40 | 86.52 | 89.77 | 87.37 | 89.52 | 88.99 | 88.85 | 88.89 | 90.72 | 90.48 | 88.22 | 88.18 | 88.85 | 88.94 | 87.83 | 88.74 | 89.58 | 89.05 | 88.76 | 88.75 | 88.21 | 89.14 | 88.62 |
| 124 | 372 | 56 | 0.10 | 32 | 0.00001 | 48 | 0.000000e+00 | 0.000000e+00 | 87.72 | 86.92 | 87.20 | 89.17 | 42.66 | 87.62 | 87.28 | 88.72 | 87.37 | 88.96 | 89.02 | 88.54 | 88.23 | 88.42 | 87.49 | 90.19 | 89.31 | 87.64 | 88.04 | 88.94 | 88.03 | 87.44 | 86.97 | 88.36 | 87.05 | 88.97 |
| 125 | 372 | 56 | 0.10 | 32 | 0.00001 | 48 | 0.000000e+00 | 1.000000e-08 | 86.00 | 89.85 | 86.47 | 89.37 | 88.19 | 89.05 | 89.68 | 88.44 | 87.34 | 89.96 | 89.40 | 88.00 | 88.89 | 88.16 | 87.77 | 89.75 | 87.49 | 89.05 | 88.89 | 88.28 | 88.29 | 89.53 | 88.31 | 87.91 | 88.84 | 89.49 |
| 126 | 372 | 56 | 0.10 | 32 | 0.00001 | 48 | 1.000000e-08 | 0.000000e+00 | 88.07 | 89.15 | 87.67 | 90.61 | 89.26 | 89.11 | 89.46 | 88.19 | 88.84 | 88.77 | 89.80 | 88.21 | 88.44 | 87.65 | 87.42 | 89.60 | 90.27 | 88.63 | 87.84 | 87.95 | 87.58 | 88.28 | 89.20 | 88.36 | 88.55 | 89.33 |
| 127 | 372 | 56 | 0.10 | 32 | 0.00001 | 48 | 1.000000e-08 | 1.000000e-08 | 88.43 | 89.00 | 87.40 | 88.62 | 87.53 | 89.56 | 89.74 | 89.25 | 88.23 | 88.41 | 88.38 | 86.83 | 88.87 | 89.19 | 87.97 | 89.08 | 88.62 | 88.77 | 88.24 | 88.31 | 88.37 | 90.50 | 86.99 | 87.52 | 89.57 | 87.55 |
| 132 | 372 | 56 | 0.10 | 48 | 0.00001 | 48 | 0.000000e+00 | 0.000000e+00 | 86.04 | 87.40 | 87.69 | 87.96 | 87.20 | 88.53 | 89.22 | 88.89 | 89.41 | 89.25 | 88.42 | 87.80 | 88.58 | 91.04 | 88.20 | 88.29 | 88.95 | 89.77 | 88.56 | 88.80 | 88.49 | 89.71 | 87.86 | 89.48 | 86.54 | 87.19 |
| 133 | 372 | 56 | 0.10 | 48 | 0.00001 | 48 | 0.000000e+00 | 1.000000e-08 | 88.64 | 89.28 | 88.21 | 88.62 | 87.94 | 87.28 | 87.83 | 89.91 | 89.06 | 88.24 | 89.35 | 87.62 | 88.40 | 88.66 | 88.12 | 89.13 | 88.86 | 88.79 | 89.15 | 87.84 | 88.59 | 89.20 | 88.41 | 88.02 | 89.06 | 88.28 |
| 134 | 372 | 56 | 0.10 | 48 | 0.00001 | 48 | 1.000000e-08 | 0.000000e+00 | 86.46 | 86.89 | 87.02 | 89.30 | 87.55 | 87.62 | 87.85 | 89.42 | 89.50 | 90.29 | 89.71 | 88.87 | 88.95 | 89.20 | 88.85 | 88.89 | 88.40 | 88.52 | 88.05 | 89.48 | 87.50 | 87.46 | 87.62 | 89.06 | 89.40 | 88.23 |
| 135 | 372 | 56 | 0.10 | 48 | 0.00001 | 48 | 1.000000e-08 | 1.000000e-08 | 88.77 | 89.74 | 87.06 | 88.53 | 89.11 | 87.70 | 88.00 | 89.99 | 87.97 | 87.87 | 88.56 | 89.95 | 88.60 | 90.07 | 88.53 | 90.72 | 88.54 | 88.18 | 88.20 | 89.10 | 88.90 | 89.03 | 86.84 | 88.11 | 90.74 | 87.31 |
| 140 | 372 | 56 | 0.10 | 64 | 0.00001 | 48 | 0.000000e+00 | 0.000000e+00 | 86.05 | 88.84 | 87.39 | 90.11 | 86.79 | 89.14 | 87.65 | 88.92 | 87.58 | 86.86 | 87.76 | 88.81 | 87.87 | 87.36 | 89.41 | 88.72 | 88.50 | 88.47 | 89.12 | 88.43 | 89.27 | 89.43 | 88.30 | 88.66 | 87.57 | 87.38 |
| 141 | 372 | 56 | 0.10 | 64 | 0.00001 | 48 | 0.000000e+00 | 1.000000e-08 | 88.83 | 89.33 | 86.95 | 89.80 | 86.91 | 89.18 | 88.93 | 88.09 | 87.60 | 87.59 | 89.19 | 90.01 | 89.73 | 87.66 | 88.64 | 88.56 | 89.15 | 90.66 | 90.66 | 89.47 | 89.37 | 89.41 | 89.09 | 89.08 | 88.16 | 89.16 |
| 142 | 372 | 56 | 0.10 | 64 | 0.00001 | 48 | 1.000000e-08 | 0.000000e+00 | 86.16 | 89.56 | 88.91 | 88.81 | 88.69 | 89.66 | 88.69 | 90.10 | 87.72 | 88.67 | 89.50 | 89.09 | 88.97 | 89.32 | 89.81 | 90.38 | 88.77 | 89.21 | 88.10 | 88.73 | 89.55 | 87.81 | 88.04 | 87.69 | 89.60 | 87.76 |
| 143 | 372 | 56 | 0.10 | 64 | 0.00001 | 48 | 1.000000e-08 | 1.000000e-08 | 87.07 | 87.73 | 89.18 | 90.23 | 89.89 | 89.01 | 88.09 | 89.27 | 88.40 | 88.71 | 89.44 | 88.60 | 87.61 | 89.95 | 88.34 | 88.54 | 88.30 | 88.49 | 87.30 | 89.08 | 88.05 | 88.09 | 89.03 | 88.50 | 87.53 | 86.97 |
| 148 | 372 | 56 | 0.01 | 32 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 89.36 | 89.44 | 90.32 | 89.73 | 89.41 | 90.75 | 88.54 | 88.83 | 88.70 | 89.56 | 90.55 | 90.54 | 89.48 | 90.67 | 90.25 | 89.87 | 90.47 | 89.59 | 90.28 | 90.74 | 90.77 | 90.30 | 90.34 | 89.12 | 88.83 | 89.91 |
| 149 | 372 | 56 | 0.01 | 32 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 89.61 | 90.78 | 89.32 | 89.28 | 88.75 | 91.14 | 88.31 | 89.82 | 89.96 | 88.96 | 90.31 | 89.96 | 89.97 | 89.20 | 89.19 | 89.71 | 90.35 | 89.51 | 90.71 | 89.93 | 89.57 | 90.27 | 90.75 | 89.47 | 89.83 | 89.26 |
| 150 | 372 | 56 | 0.01 | 32 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 89.48 | 89.57 | 89.63 | 89.55 | 89.95 | 90.93 | 89.72 | 91.33 | 90.48 | 90.07 | 90.91 | 90.73 | 90.75 | 90.25 | 89.57 | 90.79 | 89.68 | 90.02 | 90.48 | 90.68 | 88.81 | 89.83 | 89.22 | 89.52 | 89.24 | 88.60 |
| 151 | 372 | 56 | 0.01 | 32 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 90.18 | 89.39 | 88.92 | 90.17 | 89.35 | 90.61 | 91.04 | 90.95 | 89.51 | 89.25 | 90.63 | 90.53 | 90.85 | 91.10 | 90.21 | 89.07 | 89.62 | 88.82 | 90.62 | 90.18 | 89.51 | 91.19 | 89.80 | 91.23 | 90.95 | 90.11 |
| 156 | 372 | 56 | 0.01 | 48 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 89.94 | 88.58 | 90.10 | 88.86 | 88.73 | 90.04 | 89.04 | 90.50 | 89.81 | 89.39 | 89.83 | 88.94 | 91.41 | 89.45 | 89.19 | 88.30 | 91.25 | 89.17 | 91.33 | 89.95 | 90.45 | 91.23 | 90.32 | 89.84 | 89.56 | 87.88 |
| 157 | 372 | 56 | 0.01 | 48 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 87.56 | 89.73 | 88.84 | 89.32 | 89.14 | 89.44 | 90.59 | 90.08 | 89.43 | 88.65 | 90.63 | 89.08 | 89.44 | 88.77 | 89.25 | 89.48 | 90.23 | 88.98 | 89.73 | 91.12 | 89.61 | 89.60 | 88.76 | 90.42 | 90.03 | 89.95 |
| 158 | 372 | 56 | 0.01 | 48 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 89.56 | 90.38 | 89.87 | 89.73 | 89.81 | 90.58 | 90.43 | 89.16 | 89.37 | 89.75 | 90.73 | 89.01 | 90.38 | 89.04 | 90.79 | 90.90 | 89.94 | 89.64 | 89.71 | 90.66 | 90.33 | 91.28 | 89.53 | 90.00 | 90.74 | 89.87 |
| 159 | 372 | 56 | 0.01 | 48 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 90.17 | 90.45 | 88.66 | 89.03 | 88.65 | 90.69 | 88.35 | 88.69 | 89.90 | 89.20 | 91.40 | 90.05 | 89.51 | 89.47 | 89.60 | 89.68 | 89.41 | 91.06 | 90.73 | 91.36 | 89.14 | 89.35 | 90.32 | 90.41 | 88.84 | 90.46 |
| 164 | 372 | 56 | 0.01 | 64 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 90.75 | 89.38 | 88.34 | 89.96 | 89.56 | 91.09 | 90.32 | 89.43 | 91.29 | 89.36 | 91.48 | 90.21 | 89.48 | 89.91 | 89.61 | 90.13 | 89.72 | 89.79 | 90.24 | 89.74 | 89.96 | 90.62 | 88.20 | 89.67 | 89.63 | 89.49 |
| 165 | 372 | 56 | 0.01 | 64 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 88.62 | 91.02 | 88.79 | 90.07 | 89.32 | 89.41 | 90.97 | 89.29 | 90.08 | 89.53 | 90.69 | 90.32 | 90.33 | 90.68 | 89.68 | 90.73 | 90.00 | 90.15 | 90.44 | 89.21 | 90.30 | 89.79 | 88.63 | 90.31 | 90.35 | 88.92 |
| 166 | 372 | 56 | 0.01 | 64 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 89.98 | 90.30 | 89.93 | 89.62 | 90.44 | 89.60 | 89.62 | 90.70 | 90.94 | 90.78 | 90.18 | 90.21 | 90.59 | 88.64 | 89.30 | 91.01 | 91.36 | 90.17 | 91.03 | 89.51 | 91.63 | 91.53 | 88.77 | 90.01 | 88.57 | 89.31 |
| 167 | 372 | 56 | 0.01 | 64 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 88.02 | 89.29 | 88.74 | 89.31 | 88.41 | 90.78 | 88.72 | 89.89 | 90.57 | 89.10 | 90.79 | 89.17 | 90.15 | 90.89 | 91.11 | 91.43 | 91.26 | 90.11 | 89.69 | 88.77 | 90.01 | 90.63 | 88.29 | 88.58 | 88.88 | 90.19 |
| 172 | 372 | 56 | 0.01 | 32 | 0.00100 | 36 | 0.000000e+00 | 0.000000e+00 | 89.65 | 89.74 | 88.21 | 89.42 | 89.98 | 89.08 | 88.94 | 90.53 | 89.71 | 89.53 | 88.95 | 89.18 | 90.08 | 89.09 | 89.21 | 90.38 | 89.64 | 90.19 | 91.26 | 89.82 | 90.83 | 90.28 | 90.29 | 90.36 | 90.54 | 89.21 |
| 173 | 372 | 56 | 0.01 | 32 | 0.00100 | 36 | 0.000000e+00 | 1.000000e-08 | 90.38 | 90.21 | 88.60 | 89.03 | 88.28 | 89.92 | 91.04 | 89.93 | 89.50 | 90.08 | 91.42 | 89.46 | 90.51 | 89.02 | 88.41 | 89.97 | 90.47 | 89.38 | 88.91 | 91.17 | 89.95 | 90.32 | 88.71 | 88.51 | 90.44 | 90.05 |
| 174 | 372 | 56 | 0.01 | 32 | 0.00100 | 36 | 1.000000e-08 | 0.000000e+00 | 88.54 | 89.73 | 88.91 | 90.26 | 88.70 | 91.30 | 89.52 | 90.01 | 90.19 | 89.70 | 90.71 | 91.93 | 89.83 | 88.90 | 89.32 | 90.34 | 90.25 | 90.72 | 89.98 | 90.96 | 92.03 | 91.58 | 89.89 | 89.13 | 89.95 | 90.33 |
| 175 | 372 | 56 | 0.01 | 32 | 0.00100 | 36 | 1.000000e-08 | 1.000000e-08 | 89.57 | 89.09 | 89.59 | 89.60 | 89.91 | 91.28 | 88.94 | 90.41 | 89.85 | 89.80 | 91.58 | 90.58 | 91.92 | 88.74 | 89.57 | 90.22 | 90.47 | 88.65 | 90.90 | 89.88 | 87.97 | 89.85 | 90.30 | 88.65 | 91.07 | 90.31 |
| 180 | 372 | 56 | 0.01 | 48 | 0.00100 | 36 | 0.000000e+00 | 0.000000e+00 | 89.92 | 88.18 | 89.39 | 89.01 | 89.63 | 90.86 | 90.26 | 89.55 | 88.99 | 88.95 | 90.55 | 89.92 | 89.66 | 89.49 | 90.56 | 90.50 | 89.22 | 88.88 | 90.44 | 89.91 | 90.06 | 90.37 | 90.82 | 88.90 | 89.76 | 89.70 |
| 181 | 372 | 56 | 0.01 | 48 | 0.00100 | 36 | 0.000000e+00 | 1.000000e-08 | 88.60 | 89.52 | 89.77 | 89.11 | 89.22 | 90.18 | 89.40 | 88.59 | 88.52 | 89.98 | 91.12 | 90.88 | 89.08 | 88.47 | 89.75 | 89.40 | 89.09 | 89.60 | 90.58 | 89.74 | 91.24 | 91.48 | 90.88 | 89.41 | 91.00 | 90.88 |
| 182 | 372 | 56 | 0.01 | 48 | 0.00100 | 36 | 1.000000e-08 | 0.000000e+00 | 90.44 | 89.63 | 91.12 | 89.68 | 88.67 | 90.68 | 89.91 | 90.80 | 89.24 | 90.60 | 90.72 | 90.91 | 90.99 | 90.27 | 89.14 | 90.15 | 90.18 | 89.49 | 89.16 | 90.71 | 88.92 | 90.85 | 89.80 | 89.52 | 90.88 | 88.96 |
| 183 | 372 | 56 | 0.01 | 48 | 0.00100 | 36 | 1.000000e-08 | 1.000000e-08 | 89.36 | 89.86 | 90.03 | 89.87 | 90.54 | 91.04 | 90.48 | 90.44 | 88.76 | 90.08 | 90.98 | 91.12 | 91.39 | 88.61 | 89.17 | 90.29 | 89.20 | 90.15 | 89.92 | 90.59 | 89.46 | 91.09 | 90.25 | 89.91 | 88.06 | 90.08 |
| 188 | 372 | 56 | 0.01 | 64 | 0.00100 | 36 | 0.000000e+00 | 0.000000e+00 | 89.31 | 90.33 | 89.25 | 91.18 | 90.05 | 90.48 | 89.00 | 91.13 | 89.88 | 88.92 | 90.42 | 90.15 | 89.67 | 90.42 | 89.71 | 91.16 | 90.52 | 89.14 | 90.43 | 91.27 | 90.06 | 90.89 | 89.93 | 89.44 | 90.25 | 91.05 |
| 189 | 372 | 56 | 0.01 | 64 | 0.00100 | 36 | 0.000000e+00 | 1.000000e-08 | 89.68 | 89.50 | 89.75 | 90.14 | 91.14 | 91.04 | 88.90 | 89.89 | 89.54 | 88.66 | 90.54 | 90.72 | 91.27 | 89.42 | 88.36 | 89.18 | 90.61 | 88.89 | 90.38 | 89.62 | 88.90 | 90.56 | 88.85 | 90.59 | 90.66 | 89.92 |
| 190 | 372 | 56 | 0.01 | 64 | 0.00100 | 36 | 1.000000e-08 | 0.000000e+00 | 89.24 | 89.62 | 90.32 | 89.64 | 88.94 | 89.31 | 89.53 | 90.08 | 88.42 | 89.65 | 89.91 | 90.44 | 89.22 | 89.19 | 90.55 | 90.05 | 88.68 | 90.30 | 89.92 | 89.95 | 89.58 | 89.81 | 89.94 | 91.47 | 89.79 | 88.86 |
| 191 | 372 | 56 | 0.01 | 64 | 0.00100 | 36 | 1.000000e-08 | 1.000000e-08 | 87.61 | 90.22 | 89.78 | 88.47 | 89.57 | 89.88 | 89.23 | 89.58 | 88.93 | 90.27 | 89.89 | 91.08 | 90.69 | 88.83 | 88.46 | 90.26 | 89.92 | 90.25 | 90.14 | 89.94 | 90.40 | 91.45 | 89.43 | 89.29 | 88.70 | 91.06 |
| 196 | 372 | 56 | 0.01 | 32 | 0.00100 | 48 | 0.000000e+00 | 0.000000e+00 | 91.13 | 88.66 | 89.21 | 89.06 | 89.77 | 89.38 | 90.68 | 89.39 | 89.30 | 89.30 | 89.02 | 90.27 | 89.38 | 89.65 | 90.26 | 89.84 | 89.91 | 90.33 | 89.76 | 89.98 | 89.56 | 89.88 | 89.98 | 90.76 | 90.42 | 89.06 |
| 197 | 372 | 56 | 0.01 | 32 | 0.00100 | 48 | 0.000000e+00 | 1.000000e-08 | 88.01 | 89.43 | 88.66 | 88.93 | 89.11 | 90.41 | 87.97 | 89.31 | 88.34 | 88.37 | 90.26 | 90.30 | 90.21 | 89.49 | 89.57 | 90.70 | 89.88 | 91.27 | 89.50 | 89.59 | 90.39 | 89.31 | 89.54 | 89.00 | 89.42 | 89.92 |
| 198 | 372 | 56 | 0.01 | 32 | 0.00100 | 48 | 1.000000e-08 | 0.000000e+00 | 88.10 | 90.55 | 89.19 | 88.81 | 89.38 | 88.35 | 89.22 | 90.19 | 88.69 | 90.60 | 90.99 | 88.10 | 89.54 | 89.70 | 89.25 | 88.83 | 90.44 | 89.93 | 89.26 | 89.45 | 89.73 | 89.00 | 89.58 | 89.14 | 88.25 | 87.48 |
| 199 | 372 | 56 | 0.01 | 32 | 0.00100 | 48 | 1.000000e-08 | 1.000000e-08 | 89.84 | 88.43 | 89.56 | 89.44 | 89.77 | 90.94 | 88.25 | 89.79 | 88.47 | 88.96 | 89.58 | 89.36 | 89.25 | 89.69 | 89.09 | 90.42 | 89.24 | 90.00 | 90.78 | 91.11 | 89.90 | 90.97 | 89.11 | 89.86 | 88.37 | 88.92 |
| 204 | 372 | 56 | 0.01 | 48 | 0.00100 | 48 | 0.000000e+00 | 0.000000e+00 | 89.20 | 89.69 | 89.53 | 89.44 | 89.19 | 90.46 | 88.86 | 91.02 | 89.65 | 89.93 | 89.93 | 90.40 | 91.53 | 89.51 | 89.05 | 87.42 | 89.89 | 89.18 | 89.56 | 90.04 | 91.34 | 90.33 | 88.16 | 88.16 | 89.76 | 89.93 |
| 205 | 372 | 56 | 0.01 | 48 | 0.00100 | 48 | 0.000000e+00 | 1.000000e-08 | 89.67 | 90.43 | 89.99 | 89.59 | 89.45 | 91.22 | 90.82 | 89.95 | 89.83 | 89.33 | 90.71 | 89.82 | 89.89 | 89.45 | 89.39 | 89.57 | 89.31 | 89.88 | 89.19 | 89.98 | 89.37 | 89.62 | 87.21 | 88.65 | 90.35 | 88.59 |
| 206 | 372 | 56 | 0.01 | 48 | 0.00100 | 48 | 1.000000e-08 | 0.000000e+00 | 89.65 | 90.65 | 90.28 | 89.42 | 88.25 | 89.33 | 89.36 | 89.87 | 90.39 | 89.32 | 89.94 | 91.30 | 90.48 | 88.50 | 90.55 | 89.76 | 89.42 | 90.40 | 90.39 | 90.03 | 90.80 | 91.27 | 88.92 | 89.12 | 90.28 | 89.85 |
| 207 | 372 | 56 | 0.01 | 48 | 0.00100 | 48 | 1.000000e-08 | 1.000000e-08 | 89.66 | 90.59 | 87.69 | 89.93 | 90.60 | 91.29 | 89.57 | 90.12 | 89.80 | 90.60 | 90.07 | 90.22 | 90.83 | 89.72 | 90.25 | 89.53 | 88.93 | 89.29 | 91.11 | 88.98 | 90.11 | 91.06 | 88.80 | 89.96 | 88.99 | 88.78 |
| 212 | 372 | 56 | 0.01 | 64 | 0.00100 | 48 | 0.000000e+00 | 0.000000e+00 | 90.55 | 90.42 | 90.03 | 88.03 | 89.73 | 90.17 | 90.56 | 90.28 | 88.80 | 87.72 | 90.28 | 91.45 | 91.10 | 90.56 | 89.28 | 90.56 | 89.22 | 90.71 | 89.73 | 91.03 | 87.99 | 90.08 | 89.32 | 90.78 | 89.64 | 88.95 |
| 213 | 372 | 56 | 0.01 | 64 | 0.00100 | 48 | 0.000000e+00 | 1.000000e-08 | 89.77 | 89.84 | 89.58 | 90.13 | 89.04 | 89.88 | 88.63 | 90.53 | 90.00 | 88.36 | 89.99 | 89.07 | 90.00 | 90.06 | 89.62 | 89.86 | 90.44 | 89.09 | 89.14 | 88.65 | 90.46 | 90.14 | 89.22 | 89.19 | 88.64 | 89.41 |
| 214 | 372 | 56 | 0.01 | 64 | 0.00100 | 48 | 1.000000e-08 | 0.000000e+00 | 89.69 | 89.67 | 89.64 | 91.07 | 88.74 | 89.73 | 89.21 | 88.98 | 89.80 | 88.26 | 90.72 | 91.16 | 90.08 | 90.86 | 88.73 | 89.20 | 91.22 | 88.95 | 90.08 | 88.79 | 90.48 | 90.21 | 89.98 | 88.65 | 90.15 | 89.16 |
| 215 | 372 | 56 | 0.01 | 64 | 0.00100 | 48 | 1.000000e-08 | 1.000000e-08 | 88.14 | 90.53 | 89.38 | 88.91 | 90.91 | 89.74 | 89.84 | 89.10 | 88.68 | 90.38 | 90.46 | 89.45 | 88.93 | 90.09 | 89.80 | 89.05 | 89.31 | 89.39 | 88.80 | 89.77 | 89.90 | 90.86 | 90.10 | 90.08 | 88.73 | 89.25 |
| 220 | 372 | 56 | 0.01 | 32 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 90.39 | 90.96 | 88.33 | 89.71 | 88.87 | 88.98 | 89.45 | 89.83 | 89.22 | 89.44 | 90.74 | 90.39 | 89.42 | 89.90 | 90.44 | 89.38 | 90.25 | 89.85 | 90.56 | 90.45 | 89.50 | 89.48 | 88.75 | 88.52 | 89.34 | 88.91 |
| 221 | 372 | 56 | 0.01 | 32 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 89.27 | 89.90 | 89.00 | 89.83 | 90.32 | 89.91 | 88.93 | 90.27 | 89.50 | 90.04 | 90.57 | 90.46 | 89.60 | 90.88 | 88.91 | 89.00 | 91.22 | 89.62 | 90.12 | 89.30 | 90.33 | 88.72 | 90.50 | 88.40 | 89.42 | 89.47 |
| 222 | 372 | 56 | 0.01 | 32 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 89.69 | 91.11 | 88.86 | 90.65 | 88.79 | 89.58 | 88.93 | 90.33 | 88.97 | 88.30 | 90.15 | 90.42 | 89.39 | 89.62 | 89.73 | 89.26 | 89.22 | 89.06 | 90.52 | 90.45 | 89.29 | 89.06 | 90.17 | 88.69 | 90.00 | 89.98 |
| 223 | 372 | 56 | 0.01 | 32 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 88.40 | 89.70 | 89.36 | 90.45 | 89.02 | 91.06 | 88.69 | 89.98 | 89.42 | 89.07 | 90.70 | 89.65 | 90.59 | 88.63 | 89.93 | 89.17 | 89.89 | 89.94 | 90.97 | 90.69 | 89.29 | 89.97 | 89.42 | 87.88 | 89.86 | 89.88 |
| 228 | 372 | 56 | 0.01 | 48 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 89.29 | 89.64 | 88.48 | 89.49 | 88.99 | 89.75 | 88.44 | 89.12 | 89.19 | 87.86 | 90.72 | 91.53 | 90.82 | 88.69 | 90.61 | 89.97 | 88.05 | 90.99 | 90.16 | 91.46 | 88.24 | 90.05 | 89.33 | 89.39 | 89.16 | 89.58 |
| 229 | 372 | 56 | 0.01 | 48 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 88.96 | 89.56 | 89.38 | 90.83 | 90.83 | 91.15 | 90.23 | 89.94 | 89.58 | 90.15 | 90.22 | 91.35 | 90.17 | 89.68 | 90.37 | 89.93 | 89.30 | 91.01 | 90.64 | 91.73 | 88.64 | 89.66 | 89.34 | 90.32 | 90.36 | 89.81 |
| 230 | 372 | 56 | 0.01 | 48 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 88.27 | 90.17 | 90.49 | 89.39 | 90.61 | 91.19 | 90.03 | 90.00 | 90.06 | 89.95 | 91.39 | 90.23 | 90.69 | 89.41 | 89.51 | 90.32 | 90.06 | 90.61 | 90.72 | 89.04 | 90.62 | 90.62 | 89.00 | 89.57 | 89.88 | 91.62 |
| 231 | 372 | 56 | 0.01 | 48 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 89.21 | 90.59 | 88.82 | 89.64 | 91.82 | 89.69 | 89.92 | 91.60 | 89.08 | 89.93 | 89.53 | 89.95 | 91.72 | 90.71 | 88.56 | 89.58 | 89.68 | 89.15 | 90.23 | 91.31 | 89.63 | 90.64 | 89.87 | 90.92 | 90.46 | 89.80 |
| 236 | 372 | 56 | 0.01 | 64 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 89.32 | 89.64 | 89.51 | 90.69 | 89.85 | 90.85 | 87.40 | 89.67 | 89.72 | 90.45 | 90.65 | 88.57 | 88.68 | 89.63 | 89.60 | 89.62 | 90.62 | 89.40 | 90.34 | 90.03 | 89.32 | 91.13 | 88.14 | 90.60 | 90.14 | 89.96 |
| 237 | 372 | 56 | 0.01 | 64 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 89.16 | 89.88 | 88.92 | 89.19 | 88.35 | 89.49 | 89.04 | 89.56 | 89.26 | 89.32 | 89.38 | 90.45 | 90.24 | 90.19 | 89.54 | 90.03 | 89.43 | 89.05 | 90.74 | 89.57 | 88.75 | 90.10 | 88.65 | 89.66 | 89.89 | 90.16 |
| 238 | 372 | 56 | 0.01 | 64 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 89.43 | 89.92 | 89.55 | 89.00 | 90.55 | 91.01 | 91.53 | 91.10 | 89.35 | 90.20 | 90.26 | 90.79 | 90.14 | 90.91 | 89.16 | 90.05 | 90.57 | 90.21 | 90.89 | 90.87 | 91.16 | 90.66 | 90.09 | 89.93 | 90.28 | 88.96 |
| 239 | 372 | 56 | 0.01 | 64 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 87.90 | 88.40 | 89.40 | 88.42 | 89.70 | 91.16 | 90.43 | 89.69 | 88.60 | 90.05 | 88.60 | 90.59 | 90.28 | 90.15 | 90.15 | 88.71 | 90.10 | 89.98 | 89.37 | 90.53 | 91.25 | 91.51 | 90.55 | 89.49 | 89.54 | 89.40 |
| 244 | 372 | 56 | 0.01 | 32 | 0.00001 | 36 | 0.000000e+00 | 0.000000e+00 | 88.87 | 90.25 | 89.91 | 90.16 | 89.64 | 89.95 | 90.49 | 88.80 | 89.97 | 89.82 | 89.87 | 90.55 | 90.76 | 89.28 | 89.04 | 89.55 | 89.30 | 88.53 | 90.70 | 90.86 | 90.83 | 90.67 | 87.69 | 89.08 | 90.11 | 88.04 |
| 245 | 372 | 56 | 0.01 | 32 | 0.00001 | 36 | 0.000000e+00 | 1.000000e-08 | 90.65 | 89.88 | 90.90 | 90.74 | 87.87 | 90.43 | 89.93 | 89.34 | 90.01 | 90.42 | 91.13 | 91.12 | 90.06 | 90.49 | 90.96 | 91.02 | 89.40 | 90.90 | 90.14 | 90.55 | 89.89 | 90.10 | 89.79 | 88.29 | 88.53 | 88.60 |
| 246 | 372 | 56 | 0.01 | 32 | 0.00001 | 36 | 1.000000e-08 | 0.000000e+00 | 88.38 | 89.89 | 89.79 | 90.29 | 88.79 | 89.35 | 90.04 | 90.37 | 90.51 | 90.51 | 90.99 | 89.98 | 91.07 | 89.21 | 90.07 | 90.57 | 90.69 | 89.36 | 89.76 | 91.02 | 89.43 | 88.87 | 90.86 | 87.98 | 90.50 | 87.03 |
| 247 | 372 | 56 | 0.01 | 32 | 0.00001 | 36 | 1.000000e-08 | 1.000000e-08 | 89.88 | 90.91 | 89.13 | 89.60 | 91.11 | 90.68 | 90.91 | 89.08 | 89.13 | 87.98 | 91.94 | 89.07 | 91.60 | 90.01 | 91.65 | 89.42 | 90.32 | 90.34 | 90.55 | 90.91 | 90.08 | 90.06 | 89.02 | 90.18 | 90.00 | 88.89 |
| 252 | 372 | 56 | 0.01 | 48 | 0.00001 | 36 | 0.000000e+00 | 0.000000e+00 | 88.89 | 90.87 | 89.64 | 89.77 | 89.86 | 89.87 | 91.09 | 89.73 | 88.59 | 89.60 | 90.95 | 89.76 | 89.70 | 89.85 | 89.47 | 90.15 | 89.53 | 89.97 | 90.71 | 90.53 | 90.53 | 90.99 | 89.54 | 88.88 | 89.95 | 88.99 |
| 253 | 372 | 56 | 0.01 | 48 | 0.00001 | 36 | 0.000000e+00 | 1.000000e-08 | 89.76 | 88.86 | 89.16 | 88.62 | 87.72 | 89.17 | 90.50 | 90.76 | 88.72 | 89.47 | 89.95 | 89.38 | 89.98 | 89.39 | 88.83 | 89.94 | 89.04 | 90.45 | 89.73 | 91.83 | 90.82 | 90.53 | 89.22 | 89.58 | 89.54 | 88.99 |
| 254 | 372 | 56 | 0.01 | 48 | 0.00001 | 36 | 1.000000e-08 | 0.000000e+00 | 90.53 | 88.97 | 89.92 | 90.48 | 88.54 | 88.89 | 89.01 | 89.95 | 90.01 | 89.95 | 89.41 | 90.70 | 90.09 | 89.54 | 88.63 | 90.18 | 90.16 | 89.92 | 89.59 | 89.91 | 89.46 | 89.04 | 90.54 | 88.21 | 90.06 | 89.80 |
| 255 | 372 | 56 | 0.01 | 48 | 0.00001 | 36 | 1.000000e-08 | 1.000000e-08 | 89.88 | 90.55 | 90.74 | 90.14 | 90.11 | 90.59 | 89.90 | 90.28 | 90.81 | 89.60 | 90.27 | 89.98 | 91.11 | 88.76 | 88.47 | 90.01 | 90.42 | 90.66 | 90.57 | 89.97 | 90.62 | 89.80 | 90.48 | 89.65 | 88.52 | 90.03 |
| 260 | 372 | 56 | 0.01 | 64 | 0.00001 | 36 | 0.000000e+00 | 0.000000e+00 | 87.74 | 88.71 | 88.47 | 89.25 | 89.10 | 90.30 | 89.29 | 91.33 | 90.26 | 90.33 | 88.96 | 90.45 | 90.45 | 89.84 | 89.15 | 89.58 | 89.78 | 89.80 | 89.81 | 89.72 | 89.38 | 89.06 | 88.52 | 90.34 | 88.81 | 89.69 |
| 261 | 372 | 56 | 0.01 | 64 | 0.00001 | 36 | 0.000000e+00 | 1.000000e-08 | 89.59 | 90.02 | 89.87 | 90.85 | 88.66 | 90.52 | 90.69 | 89.71 | 88.96 | 89.31 | 89.51 | 90.33 | 89.73 | 90.06 | 89.77 | 91.04 | 91.11 | 90.34 | 90.65 | 89.39 | 89.46 | 91.18 | 89.81 | 90.52 | 88.59 | 90.37 |
| 262 | 372 | 56 | 0.01 | 64 | 0.00001 | 36 | 1.000000e-08 | 0.000000e+00 | 91.16 | 89.26 | 88.83 | 89.89 | 90.08 | 90.78 | 89.35 | 89.73 | 89.98 | 91.62 | 89.97 | 90.38 | 90.00 | 91.16 | 89.59 | 88.67 | 90.72 | 89.05 | 88.86 | 90.09 | 90.04 | 91.65 | 89.27 | 89.44 | 90.37 | 90.58 |
| 263 | 372 | 56 | 0.01 | 64 | 0.00001 | 36 | 1.000000e-08 | 1.000000e-08 | 89.45 | 90.91 | 90.00 | 90.41 | 90.05 | 90.04 | 89.90 | 89.13 | 90.72 | 89.68 | 90.10 | 90.02 | 90.38 | 89.03 | 89.65 | 90.40 | 89.11 | 89.75 | 90.60 | 90.03 | 89.72 | 91.27 | 90.73 | 89.71 | 89.06 | 89.47 |
| 268 | 372 | 56 | 0.01 | 32 | 0.00001 | 48 | 0.000000e+00 | 0.000000e+00 | 88.81 | 89.49 | 89.90 | 89.59 | 89.55 | 89.74 | 89.21 | 90.69 | 88.55 | 89.31 | 91.92 | 90.23 | 89.19 | 89.85 | 90.70 | 90.79 | 89.47 | 88.92 | 89.91 | 89.69 | 89.82 | 90.74 | 86.59 | 90.10 | 87.94 | 87.78 |
| 269 | 372 | 56 | 0.01 | 32 | 0.00001 | 48 | 0.000000e+00 | 1.000000e-08 | 87.83 | 91.43 | 89.28 | 88.99 | 89.67 | 90.50 | 89.64 | 91.05 | 90.18 | 88.87 | 91.75 | 90.20 | 90.46 | 90.98 | 89.68 | 89.45 | 88.72 | 89.55 | 89.94 | 90.58 | 89.85 | 90.54 | 90.22 | 88.33 | 90.34 | 91.31 |
| 270 | 372 | 56 | 0.01 | 32 | 0.00001 | 48 | 1.000000e-08 | 0.000000e+00 | 91.03 | 90.28 | 90.41 | 90.31 | 90.14 | 89.13 | 90.82 | 89.20 | 87.79 | 89.48 | 89.86 | 90.63 | 89.37 | 89.35 | 90.18 | 89.78 | 89.65 | 89.31 | 89.98 | 90.07 | 87.95 | 90.38 | 88.01 | 89.15 | 89.99 | 89.67 |
| 271 | 372 | 56 | 0.01 | 32 | 0.00001 | 48 | 1.000000e-08 | 1.000000e-08 | 89.18 | 89.40 | 87.79 | 89.60 | 88.57 | 90.25 | 89.58 | 89.10 | 88.41 | 88.56 | 90.73 | 89.91 | 90.10 | 88.45 | 90.49 | 91.63 | 88.68 | 90.03 | 90.34 | 90.60 | 90.14 | 89.07 | 88.78 | 88.89 | 88.35 | 89.58 |
| 276 | 372 | 56 | 0.01 | 48 | 0.00001 | 48 | 0.000000e+00 | 0.000000e+00 | 89.98 | 88.95 | 89.09 | 89.46 | 91.76 | 89.72 | 89.41 | 89.22 | 89.64 | 88.91 | 89.44 | 90.12 | 90.66 | 89.54 | 90.15 | 89.78 | 88.54 | 90.04 | 90.19 | 90.07 | 89.67 | 89.18 | 87.93 | 89.94 | 89.77 | 88.94 |
| 277 | 372 | 56 | 0.01 | 48 | 0.00001 | 48 | 0.000000e+00 | 1.000000e-08 | 89.17 | 90.00 | 90.25 | 89.74 | 89.97 | 90.83 | 89.46 | 90.71 | 89.93 | 88.91 | 90.58 | 89.67 | 90.49 | 89.99 | 89.57 | 90.57 | 89.57 | 89.14 | 91.72 | 89.93 | 89.35 | 90.13 | 88.32 | 89.84 | 89.19 | 90.54 |
| 278 | 372 | 56 | 0.01 | 48 | 0.00001 | 48 | 1.000000e-08 | 0.000000e+00 | 89.62 | 90.99 | 90.01 | 90.41 | 89.24 | 88.13 | 88.59 | 89.34 | 90.26 | 89.59 | 90.01 | 90.20 | 89.52 | 89.58 | 90.03 | 89.96 | 89.27 | 90.92 | 90.84 | 91.31 | 90.02 | 89.97 | 89.58 | 88.09 | 89.90 | 89.19 |
| 279 | 372 | 56 | 0.01 | 48 | 0.00001 | 48 | 1.000000e-08 | 1.000000e-08 | 89.41 | 89.96 | 87.63 | 89.09 | 91.40 | 89.67 | 88.87 | 89.46 | 88.96 | 88.67 | 91.01 | 91.45 | 90.57 | 89.31 | 89.54 | 89.23 | 89.42 | 89.69 | 90.39 | 89.17 | 90.34 | 90.33 | 88.78 | 90.07 | 89.25 | 88.55 |
| 284 | 372 | 56 | 0.01 | 64 | 0.00001 | 48 | 0.000000e+00 | 0.000000e+00 | 91.43 | 89.27 | 90.33 | 88.79 | 90.64 | 90.58 | 88.10 | 90.59 | 89.05 | 89.77 | 89.63 | 89.77 | 90.71 | 89.79 | 89.20 | 90.71 | 89.61 | 89.95 | 89.98 | 90.96 | 91.95 | 91.72 | 88.88 | 90.65 | 89.92 | 87.50 |
| 285 | 372 | 56 | 0.01 | 64 | 0.00001 | 48 | 0.000000e+00 | 1.000000e-08 | 89.04 | 91.03 | 91.71 | 89.90 | 88.10 | 89.15 | 89.56 | 89.89 | 90.22 | 89.69 | 89.72 | 91.46 | 89.64 | 87.92 | 89.67 | 91.11 | 88.39 | 89.75 | 90.08 | 89.51 | 90.47 | 90.10 | 89.19 | 89.10 | 89.30 | 89.59 |
| 286 | 372 | 56 | 0.01 | 64 | 0.00001 | 48 | 1.000000e-08 | 0.000000e+00 | 88.20 | 89.71 | 89.53 | 89.58 | 91.34 | 89.01 | 88.63 | 88.90 | 89.61 | 89.71 | 89.80 | 89.24 | 90.31 | 89.57 | 89.20 | 89.83 | 89.73 | 89.53 | 91.44 | 88.65 | 90.86 | 88.92 | 89.58 | 90.36 | 89.71 | 89.92 |
| 287 | 372 | 56 | 0.01 | 64 | 0.00001 | 48 | 1.000000e-08 | 1.000000e-08 | 90.25 | 88.75 | 89.45 | 89.90 | 90.27 | 90.22 | 89.05 | 89.32 | 91.38 | 89.54 | 89.38 | 91.01 | 89.53 | 88.67 | 89.78 | 90.18 | 88.29 | 88.66 | 90.68 | 90.13 | 89.70 | 90.72 | 88.60 | 89.02 | 89.63 | 90.61 |
| input_size | output_size | learning_rate | batch_size | alpha | margin | l1_reg | l2_reg | mAP_test_abs_values | mAP_test_abs_values_2 | mAP_test_abs_values_3 | mAP_test_abs_values_4 | mAP_test_abs_values_5 | mAP_test_abs_values_6 | mAP_test_abs_values_7 | mAP_test_abs_values_8 | mAP_test_abs_values_9 | mAP_test_abs_values_10 | mAP_test_abs_values_11 | mAP_test_abs_values_12 | mAP_test_abs_values_13 | mAP_test_abs_values_14 | mAP_test_abs_values_15 | mAP_test_abs_values_16 | mAP_test_abs_values_17 | mAP_test_abs_values_18 | mAP_test_abs_values_19 | mAP_test_abs_values_20 | mAP_test_abs_values_21 | mAP_test_abs_values_22 | mAP_test_abs_values_23 | mAP_test_abs_values_24 | mAP_test_abs_values_25 | mAP_test_abs_values_26 | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 4 | 372 | 56 | 0.10 | 32 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 90.29 | 93.10 | 91.68 | 91.27 | 91.78 | 92.88 | 90.48 | 94.89 | 91.56 | 90.66 | 92.74 | 89.47 | 91.48 | 91.93 | 91.35 | 93.28 | 93.18 | 91.78 | 91.80 | 91.32 | 93.28 | 92.94 | 90.97 | 92.85 | 92.04 | 91.65 |
| 5 | 372 | 56 | 0.10 | 32 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 90.85 | 92.63 | 92.19 | 93.06 | 91.87 | 89.96 | 93.09 | 93.10 | 93.22 | 91.18 | 91.36 | 91.34 | 92.22 | 91.38 | 91.25 | 92.90 | 92.95 | 91.97 | 92.14 | 89.99 | 93.73 | 92.06 | 94.45 | 91.81 | 91.61 | 92.51 |
| 6 | 372 | 56 | 0.10 | 32 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 90.22 | 91.52 | 93.08 | 91.44 | 92.27 | 91.98 | 89.18 | 91.58 | 49.17 | 93.71 | 93.26 | 92.91 | 91.83 | 49.17 | 91.55 | 93.01 | 91.80 | 91.58 | 92.30 | 92.22 | 93.49 | 93.52 | 93.89 | 92.64 | 92.49 | 92.21 |
| 7 | 372 | 56 | 0.10 | 32 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 93.13 | 93.46 | 93.75 | 92.31 | 92.43 | 92.02 | 93.00 | 92.87 | 90.82 | 93.41 | 93.27 | 91.05 | 92.11 | 93.49 | 93.29 | 93.11 | 92.19 | 91.34 | 93.84 | 91.50 | 93.24 | 92.61 | 92.94 | 92.61 | 91.68 | 92.19 |
| 12 | 372 | 56 | 0.10 | 48 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 92.04 | 92.46 | 92.47 | 90.28 | 92.13 | 89.08 | 92.94 | 93.21 | 91.67 | 92.80 | 90.27 | 90.93 | 92.78 | 91.62 | 91.07 | 94.23 | 95.28 | 92.08 | 93.22 | 93.26 | 95.07 | 92.86 | 93.96 | 92.43 | 91.88 | 92.80 |
| 13 | 372 | 56 | 0.10 | 48 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 93.57 | 93.62 | 91.84 | 91.87 | 93.60 | 91.66 | 91.13 | 92.04 | 93.12 | 92.13 | 92.71 | 93.30 | 94.36 | 91.38 | 93.06 | 93.35 | 92.29 | 91.28 | 92.75 | 92.43 | 93.89 | 92.61 | 93.36 | 92.02 | 91.87 | 93.13 |
| 14 | 372 | 56 | 0.10 | 48 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 89.89 | 91.54 | 91.04 | 49.17 | 49.17 | 49.17 | 92.82 | 91.87 | 93.11 | 91.89 | 92.60 | 91.78 | 92.81 | 93.33 | 92.16 | 93.28 | 92.46 | 93.61 | 92.88 | 92.67 | 93.89 | 93.44 | 93.23 | 91.95 | 92.01 | 93.06 |
| 15 | 372 | 56 | 0.10 | 48 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 91.89 | 91.66 | 90.96 | 93.31 | 92.95 | 92.94 | 90.52 | 92.79 | 92.28 | 92.58 | 93.13 | 91.58 | 94.52 | 92.71 | 91.10 | 91.94 | 93.84 | 92.42 | 90.84 | 91.15 | 91.88 | 93.16 | 88.73 | 90.46 | 92.98 | 91.63 |
| 20 | 372 | 56 | 0.10 | 64 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 93.32 | 93.72 | 91.33 | 93.31 | 90.92 | 92.02 | 92.37 | 93.27 | 94.26 | 91.92 | 92.55 | 92.82 | 91.88 | 91.98 | 92.99 | 93.46 | 92.86 | 92.65 | 93.43 | 93.20 | 94.28 | 93.60 | 92.62 | 91.98 | 93.20 | 92.59 |
| 21 | 372 | 56 | 0.10 | 64 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 90.76 | 92.08 | 90.93 | 93.48 | 93.10 | 91.02 | 93.68 | 92.25 | 93.10 | 89.80 | 92.82 | 92.12 | 92.14 | 91.60 | 91.28 | 92.70 | 91.17 | 91.64 | 92.64 | 49.17 | 92.71 | 92.01 | 94.37 | 92.15 | 92.69 | 91.36 |
| 22 | 372 | 56 | 0.10 | 64 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 92.94 | 90.55 | 92.29 | 92.22 | 93.75 | 91.71 | 94.23 | 93.81 | 91.81 | 93.01 | 90.68 | 90.74 | 91.23 | 93.96 | 92.05 | 93.71 | 92.72 | 93.87 | 94.50 | 91.93 | 92.75 | 93.15 | 92.84 | 91.71 | 93.06 | 93.00 |
| 23 | 372 | 56 | 0.10 | 64 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 92.80 | 92.73 | 92.89 | 92.26 | 92.39 | 90.87 | 91.79 | 92.97 | 93.93 | 93.44 | 93.09 | 92.76 | 93.65 | 93.58 | 90.70 | 91.25 | 93.75 | 93.34 | 94.71 | 92.78 | 92.67 | 93.37 | 93.50 | 91.52 | 94.15 | 91.04 |
| 28 | 372 | 56 | 0.10 | 32 | 0.00100 | 36 | 0.000000e+00 | 0.000000e+00 | 91.24 | 93.02 | 93.53 | 92.57 | 91.52 | 89.30 | 89.24 | 91.74 | 92.83 | 90.49 | 91.88 | 92.74 | 90.68 | 91.80 | 91.80 | 91.67 | 92.39 | 93.05 | 93.45 | 91.60 | 93.59 | 93.44 | 92.04 | 92.15 | 92.14 | 93.26 |
| 29 | 372 | 56 | 0.10 | 32 | 0.00100 | 36 | 0.000000e+00 | 1.000000e-08 | 93.27 | 93.13 | 92.28 | 91.62 | 92.38 | 90.64 | 92.51 | 92.74 | 92.54 | 92.76 | 90.55 | 91.70 | 92.01 | 94.43 | 89.46 | 93.68 | 93.33 | 92.76 | 91.55 | 91.97 | 94.33 | 92.73 | 94.33 | 94.19 | 94.07 | 92.94 |
| 30 | 372 | 56 | 0.10 | 32 | 0.00100 | 36 | 1.000000e-08 | 0.000000e+00 | 90.80 | 91.86 | 91.90 | 87.54 | 91.92 | 88.82 | 89.93 | 91.87 | 93.31 | 91.78 | 92.44 | 91.09 | 92.90 | 90.98 | 91.44 | 90.47 | 91.91 | 92.15 | 92.09 | 90.96 | 93.26 | 93.21 | 92.57 | 92.91 | 92.33 | 90.95 |
| 31 | 372 | 56 | 0.10 | 32 | 0.00100 | 36 | 1.000000e-08 | 1.000000e-08 | 93.60 | 91.42 | 92.84 | 91.91 | 93.29 | 92.63 | 93.64 | 92.36 | 93.49 | 91.62 | 92.97 | 93.60 | 91.91 | 92.73 | 91.93 | 92.74 | 92.41 | 90.14 | 92.54 | 94.34 | 93.16 | 92.79 | 94.91 | 91.41 | 91.50 | 91.79 |
| 36 | 372 | 56 | 0.10 | 48 | 0.00100 | 36 | 0.000000e+00 | 0.000000e+00 | 91.42 | 93.82 | 93.46 | 93.04 | 92.59 | 91.47 | 94.06 | 93.02 | 92.99 | 93.38 | 91.76 | 93.43 | 90.85 | 92.30 | 92.26 | 92.71 | 91.50 | 91.84 | 92.84 | 91.29 | 93.72 | 92.03 | 93.20 | 92.94 | 90.07 | 91.46 |
| 37 | 372 | 56 | 0.10 | 48 | 0.00100 | 36 | 0.000000e+00 | 1.000000e-08 | 92.83 | 92.96 | 93.56 | 91.20 | 94.19 | 90.37 | 92.07 | 96.03 | 91.36 | 91.43 | 90.44 | 92.40 | 94.35 | 91.94 | 90.87 | 92.91 | 92.13 | 91.20 | 91.59 | 90.82 | 94.17 | 93.27 | 93.35 | 93.48 | 92.13 | 90.55 |
| 38 | 372 | 56 | 0.10 | 48 | 0.00100 | 36 | 1.000000e-08 | 0.000000e+00 | 90.86 | 92.88 | 93.26 | 90.24 | 92.08 | 91.69 | 92.02 | 91.12 | 91.35 | 91.93 | 92.51 | 91.91 | 91.52 | 91.41 | 92.24 | 92.32 | 91.02 | 93.89 | 94.11 | 93.00 | 93.91 | 92.37 | 94.33 | 92.19 | 91.84 | 92.09 |
| 39 | 372 | 56 | 0.10 | 48 | 0.00100 | 36 | 1.000000e-08 | 1.000000e-08 | 93.14 | 91.62 | 93.28 | 92.75 | 93.89 | 93.61 | 92.62 | 92.72 | 93.21 | 92.86 | 91.25 | 92.14 | 92.96 | 94.13 | 92.68 | 94.11 | 94.83 | 92.71 | 91.53 | 92.77 | 93.75 | 92.56 | 92.91 | 93.77 | 92.37 | 91.76 |
| 44 | 372 | 56 | 0.10 | 64 | 0.00100 | 36 | 0.000000e+00 | 0.000000e+00 | 91.82 | 92.60 | 93.49 | 93.18 | 93.99 | 92.36 | 93.58 | 94.09 | 92.60 | 92.57 | 93.77 | 93.08 | 91.83 | 91.66 | 92.18 | 90.91 | 94.09 | 93.42 | 92.12 | 93.62 | 94.63 | 93.42 | 94.04 | 93.73 | 92.21 | 92.89 |
| 45 | 372 | 56 | 0.10 | 64 | 0.00100 | 36 | 0.000000e+00 | 1.000000e-08 | 92.76 | 92.24 | 94.77 | 91.67 | 91.86 | 91.98 | 91.12 | 92.89 | 92.57 | 92.19 | 92.23 | 90.15 | 91.23 | 93.58 | 93.59 | 93.78 | 92.77 | 92.67 | 92.91 | 92.62 | 93.87 | 92.30 | 94.32 | 91.01 | 93.28 | 93.33 |
| 46 | 372 | 56 | 0.10 | 64 | 0.00100 | 36 | 1.000000e-08 | 0.000000e+00 | 91.69 | 91.99 | 94.37 | 92.96 | 92.39 | 90.09 | 92.01 | 94.20 | 93.14 | 92.35 | 92.51 | 93.04 | 91.45 | 91.82 | 93.41 | 92.91 | 93.85 | 93.87 | 93.80 | 92.19 | 94.46 | 92.67 | 93.11 | 93.60 | 93.72 | 93.29 |
| 47 | 372 | 56 | 0.10 | 64 | 0.00100 | 36 | 1.000000e-08 | 1.000000e-08 | 93.14 | 92.29 | 92.16 | 93.14 | 91.84 | 91.64 | 93.16 | 92.30 | 90.80 | 90.71 | 92.37 | 90.18 | 91.97 | 93.49 | 93.84 | 91.44 | 94.76 | 93.00 | 91.80 | 91.75 | 95.53 | 93.64 | 93.79 | 93.41 | 93.09 | 93.52 |
| 52 | 372 | 56 | 0.10 | 32 | 0.00100 | 48 | 0.000000e+00 | 0.000000e+00 | 91.03 | 93.02 | 90.48 | 91.60 | 93.61 | 92.23 | 92.12 | 89.80 | 91.75 | 92.13 | 90.97 | 89.17 | 91.97 | 92.90 | 91.75 | 93.28 | 92.61 | 92.80 | 91.47 | 92.66 | 92.69 | 93.28 | 92.91 | 92.10 | 92.34 | 93.73 |
| 53 | 372 | 56 | 0.10 | 32 | 0.00100 | 48 | 0.000000e+00 | 1.000000e-08 | 93.85 | 93.28 | 92.19 | 92.22 | 91.76 | 90.74 | 89.64 | 92.98 | 90.73 | 91.36 | 91.92 | 93.01 | 91.19 | 92.09 | 91.98 | 93.97 | 91.48 | 91.92 | 91.43 | 92.00 | 93.07 | 93.36 | 93.75 | 92.74 | 93.35 | 90.70 |
| 54 | 372 | 56 | 0.10 | 32 | 0.00100 | 48 | 1.000000e-08 | 0.000000e+00 | 91.08 | 94.27 | 93.95 | 92.08 | 92.76 | 91.67 | 91.41 | 91.52 | 91.12 | 92.11 | 92.81 | 92.75 | 92.25 | 93.52 | 90.49 | 92.55 | 92.25 | 92.13 | 93.77 | 93.41 | 93.52 | 92.12 | 93.30 | 91.39 | 92.48 | 92.50 |
| 55 | 372 | 56 | 0.10 | 32 | 0.00100 | 48 | 1.000000e-08 | 1.000000e-08 | 90.82 | 91.43 | 93.66 | 91.16 | 88.40 | 89.76 | 90.59 | 90.78 | 92.03 | 93.01 | 92.62 | 92.48 | 93.54 | 91.77 | 91.45 | 93.22 | 92.15 | 92.06 | 91.31 | 92.72 | 93.53 | 92.20 | 92.56 | 93.39 | 92.34 | 91.84 |
| 60 | 372 | 56 | 0.10 | 48 | 0.00100 | 48 | 0.000000e+00 | 0.000000e+00 | 93.58 | 93.24 | 91.92 | 91.91 | 94.77 | 90.74 | 91.97 | 92.49 | 91.87 | 93.88 | 92.44 | 92.22 | 92.30 | 93.15 | 91.22 | 92.74 | 93.29 | 92.87 | 92.66 | 92.50 | 92.81 | 92.52 | 92.77 | 93.77 | 91.96 | 91.87 |
| 61 | 372 | 56 | 0.10 | 48 | 0.00100 | 48 | 0.000000e+00 | 1.000000e-08 | 91.84 | 92.18 | 91.69 | 91.89 | 92.77 | 92.48 | 92.23 | 92.46 | 91.70 | 91.43 | 92.98 | 90.79 | 91.13 | 91.72 | 90.07 | 91.89 | 92.99 | 92.12 | 93.46 | 93.19 | 94.35 | 92.70 | 93.38 | 90.80 | 91.33 | 92.42 |
| 62 | 372 | 56 | 0.10 | 48 | 0.00100 | 48 | 1.000000e-08 | 0.000000e+00 | 93.32 | 90.37 | 91.72 | 93.91 | 93.06 | 91.19 | 89.75 | 91.79 | 93.96 | 92.95 | 91.94 | 93.41 | 93.18 | 92.22 | 91.63 | 91.65 | 93.18 | 93.28 | 92.94 | 92.27 | 92.30 | 93.31 | 94.53 | 92.81 | 93.33 | 91.94 |
| 63 | 372 | 56 | 0.10 | 48 | 0.00100 | 48 | 1.000000e-08 | 1.000000e-08 | 93.12 | 93.74 | 91.93 | 92.01 | 92.69 | 91.65 | 91.89 | 92.55 | 92.40 | 93.68 | 91.90 | 92.09 | 93.18 | 92.33 | 93.28 | 93.53 | 93.35 | 92.19 | 94.31 | 93.22 | 93.08 | 94.76 | 92.96 | 91.53 | 94.66 | 92.88 |
| 68 | 372 | 56 | 0.10 | 64 | 0.00100 | 48 | 0.000000e+00 | 0.000000e+00 | 92.28 | 90.11 | 91.18 | 93.04 | 93.51 | 92.21 | 93.28 | 92.24 | 92.57 | 91.64 | 91.00 | 91.99 | 94.88 | 93.91 | 92.49 | 92.44 | 94.35 | 93.24 | 92.50 | 93.65 | 93.39 | 93.79 | 93.55 | 92.09 | 93.57 | 92.02 |
| 69 | 372 | 56 | 0.10 | 64 | 0.00100 | 48 | 0.000000e+00 | 1.000000e-08 | 94.47 | 91.32 | 93.38 | 93.31 | 93.56 | 91.74 | 91.60 | 94.30 | 91.30 | 91.53 | 92.89 | 91.53 | 92.48 | 93.24 | 92.83 | 92.90 | 93.31 | 92.27 | 93.36 | 91.62 | 92.34 | 94.44 | 93.65 | 92.38 | 91.45 | 93.12 |
| 70 | 372 | 56 | 0.10 | 64 | 0.00100 | 48 | 1.000000e-08 | 0.000000e+00 | 93.67 | 93.36 | 93.78 | 92.19 | 92.32 | 91.42 | 91.93 | 92.85 | 91.63 | 92.18 | 92.69 | 91.03 | 91.48 | 91.65 | 91.72 | 92.83 | 92.10 | 94.56 | 92.43 | 92.70 | 92.16 | 92.64 | 92.75 | 93.47 | 92.83 | 92.86 |
| 71 | 372 | 56 | 0.10 | 64 | 0.00100 | 48 | 1.000000e-08 | 1.000000e-08 | 92.18 | 93.24 | 94.52 | 92.20 | 92.05 | 92.59 | 93.99 | 92.25 | 93.78 | 92.57 | 92.44 | 90.47 | 92.27 | 91.29 | 93.41 | 92.28 | 92.49 | 94.14 | 93.32 | 93.66 | 95.57 | 94.00 | 93.44 | 92.23 | 93.45 | 91.27 |
| 76 | 372 | 56 | 0.10 | 32 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 92.55 | 92.19 | 91.43 | 93.49 | 91.96 | 91.90 | 91.92 | 91.07 | 90.21 | 91.88 | 94.66 | 91.89 | 86.85 | 93.77 | 91.05 | 91.03 | 92.06 | 93.34 | 93.39 | 93.46 | 93.58 | 92.41 | 92.08 | 92.88 | 90.35 | 90.65 |
| 77 | 372 | 56 | 0.10 | 32 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 92.57 | 93.42 | 91.26 | 92.14 | 90.39 | 91.81 | 92.66 | 91.49 | 92.17 | 93.37 | 91.92 | 93.78 | 94.08 | 93.13 | 92.94 | 93.26 | 91.19 | 92.32 | 92.62 | 93.33 | 94.74 | 93.54 | 92.64 | 92.87 | 93.03 | 93.21 |
| 78 | 372 | 56 | 0.10 | 32 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 92.79 | 92.58 | 93.76 | 92.46 | 92.71 | 91.18 | 92.69 | 91.00 | 92.84 | 94.36 | 92.95 | 91.92 | 92.50 | 92.01 | 91.64 | 91.56 | 91.43 | 93.10 | 94.19 | 91.71 | 93.90 | 93.64 | 93.38 | 92.87 | 92.23 | 93.51 |
| 79 | 372 | 56 | 0.10 | 32 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 89.92 | 90.87 | 91.21 | 91.50 | 92.93 | 91.68 | 91.85 | 91.69 | 94.08 | 91.71 | 90.68 | 90.88 | 92.15 | 93.10 | 90.68 | 92.66 | 91.15 | 91.66 | 91.79 | 94.19 | 93.59 | 91.91 | 92.72 | 93.43 | 93.28 | 91.74 |
| 84 | 372 | 56 | 0.10 | 48 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 92.31 | 91.29 | 94.26 | 93.11 | 94.38 | 91.58 | 92.68 | 93.88 | 93.54 | 92.99 | 90.89 | 92.14 | 93.10 | 92.33 | 91.80 | 92.25 | 91.94 | 91.70 | 91.63 | 94.04 | 93.75 | 92.26 | 93.70 | 93.31 | 92.07 | 91.83 |
| 85 | 372 | 56 | 0.10 | 48 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 93.95 | 92.47 | 93.18 | 91.79 | 92.71 | 90.87 | 93.25 | 92.81 | 93.58 | 92.63 | 93.00 | 91.83 | 95.27 | 91.26 | 93.15 | 92.93 | 93.01 | 93.73 | 92.89 | 94.35 | 92.20 | 93.92 | 93.46 | 93.75 | 93.51 | 91.93 |
| 86 | 372 | 56 | 0.10 | 48 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 92.33 | 93.53 | 91.13 | 91.93 | 91.61 | 92.42 | 91.63 | 93.11 | 93.13 | 92.90 | 92.20 | 93.89 | 94.40 | 94.04 | 91.87 | 92.37 | 92.71 | 92.32 | 92.28 | 91.27 | 92.71 | 94.57 | 94.49 | 92.89 | 92.96 | 92.36 |
| 87 | 372 | 56 | 0.10 | 48 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 93.81 | 92.86 | 93.69 | 93.05 | 92.97 | 91.53 | 93.32 | 93.26 | 94.54 | 92.58 | 92.39 | 91.26 | 93.76 | 93.27 | 90.40 | 92.58 | 93.40 | 92.65 | 93.46 | 92.12 | 94.24 | 93.55 | 93.92 | 93.22 | 92.91 | 91.46 |
| 92 | 372 | 56 | 0.10 | 64 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 93.38 | 92.16 | 94.08 | 91.89 | 91.31 | 91.89 | 92.97 | 89.58 | 94.16 | 49.17 | 90.28 | 91.46 | 92.09 | 94.08 | 92.08 | 92.57 | 92.83 | 91.46 | 93.68 | 92.12 | 92.40 | 93.86 | 94.16 | 92.12 | 91.36 | 92.80 |
| 93 | 372 | 56 | 0.10 | 64 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 94.38 | 94.51 | 93.15 | 92.10 | 93.12 | 92.10 | 92.98 | 93.28 | 93.68 | 92.59 | 92.24 | 92.85 | 91.90 | 94.53 | 93.00 | 92.35 | 92.93 | 92.94 | 92.58 | 94.01 | 94.10 | 92.59 | 93.77 | 94.21 | 92.39 | 93.45 |
| 94 | 372 | 56 | 0.10 | 64 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 91.12 | 92.15 | 95.06 | 92.84 | 93.21 | 91.11 | 92.11 | 92.91 | 92.38 | 93.19 | 91.47 | 92.42 | 93.07 | 94.07 | 91.84 | 93.58 | 92.53 | 92.18 | 91.93 | 92.62 | 93.26 | 92.60 | 93.14 | 93.07 | 92.08 | 93.29 |
| 95 | 372 | 56 | 0.10 | 64 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 92.00 | 93.10 | 94.03 | 93.46 | 94.81 | 93.46 | 92.49 | 92.32 | 93.79 | 92.77 | 92.39 | 93.91 | 92.86 | 91.23 | 93.05 | 91.81 | 93.62 | 90.73 | 94.11 | 93.39 | 94.09 | 93.41 | 94.60 | 92.38 | 93.43 | 93.47 |
| 100 | 372 | 56 | 0.10 | 32 | 0.00001 | 36 | 0.000000e+00 | 0.000000e+00 | 92.45 | 92.79 | 92.73 | 93.74 | 93.15 | 92.41 | 92.77 | 92.72 | 92.02 | 93.90 | 92.98 | 91.44 | 92.62 | 92.33 | 91.27 | 91.32 | 92.91 | 91.51 | 92.40 | 93.22 | 92.91 | 93.10 | 93.37 | 92.29 | 93.02 | 91.74 |
| 101 | 372 | 56 | 0.10 | 32 | 0.00001 | 36 | 0.000000e+00 | 1.000000e-08 | 90.85 | 91.99 | 92.74 | 91.44 | 92.71 | 91.71 | 90.11 | 88.73 | 91.88 | 91.33 | 92.58 | 92.87 | 92.91 | 93.05 | 92.86 | 92.17 | 91.98 | 91.37 | 93.32 | 91.87 | 92.08 | 92.37 | 93.52 | 91.37 | 93.55 | 91.76 |
| 102 | 372 | 56 | 0.10 | 32 | 0.00001 | 36 | 1.000000e-08 | 0.000000e+00 | 91.78 | 90.78 | 91.75 | 92.30 | 92.28 | 92.73 | 93.14 | 93.02 | 92.37 | 92.05 | 92.83 | 90.53 | 93.36 | 90.87 | 92.00 | 94.03 | 92.46 | 92.57 | 91.55 | 92.61 | 94.47 | 93.49 | 93.10 | 90.98 | 92.76 | 90.71 |
| 103 | 372 | 56 | 0.10 | 32 | 0.00001 | 36 | 1.000000e-08 | 1.000000e-08 | 92.38 | 93.24 | 93.07 | 93.01 | 91.56 | 92.08 | 93.60 | 92.04 | 91.11 | 89.16 | 92.64 | 91.02 | 90.84 | 93.25 | 90.17 | 90.25 | 91.65 | 91.28 | 89.52 | 92.22 | 93.35 | 92.19 | 94.70 | 91.20 | 91.95 | 91.19 |
| 108 | 372 | 56 | 0.10 | 48 | 0.00001 | 36 | 0.000000e+00 | 0.000000e+00 | 91.74 | 92.28 | 93.50 | 90.97 | 93.66 | 90.98 | 91.96 | 89.26 | 91.75 | 91.88 | 92.29 | 93.51 | 91.39 | 90.79 | 92.90 | 94.59 | 90.27 | 91.77 | 90.55 | 93.22 | 92.66 | 91.89 | 92.64 | 93.49 | 92.31 | 91.90 |
| 109 | 372 | 56 | 0.10 | 48 | 0.00001 | 36 | 0.000000e+00 | 1.000000e-08 | 92.16 | 91.19 | 92.59 | 93.03 | 92.83 | 91.86 | 92.13 | 93.22 | 92.85 | 92.70 | 91.61 | 91.11 | 93.93 | 93.34 | 91.33 | 93.72 | 92.50 | 92.63 | 93.43 | 92.97 | 93.62 | 93.56 | 93.03 | 92.42 | 93.34 | 91.96 |
| 110 | 372 | 56 | 0.10 | 48 | 0.00001 | 36 | 1.000000e-08 | 0.000000e+00 | 93.63 | 93.41 | 91.96 | 92.88 | 92.56 | 93.11 | 90.80 | 92.80 | 92.92 | 91.04 | 91.64 | 92.37 | 92.47 | 91.10 | 91.52 | 91.81 | 91.46 | 93.54 | 92.78 | 92.93 | 93.37 | 93.61 | 93.18 | 92.22 | 93.14 | 92.83 |
| 111 | 372 | 56 | 0.10 | 48 | 0.00001 | 36 | 1.000000e-08 | 1.000000e-08 | 94.06 | 90.55 | 95.75 | 93.50 | 91.24 | 92.11 | 92.84 | 92.43 | 94.52 | 89.46 | 94.95 | 92.38 | 93.04 | 93.56 | 93.07 | 93.67 | 94.36 | 92.31 | 93.78 | 92.72 | 93.30 | 93.65 | 93.28 | 94.15 | 93.21 | 93.76 |
| 116 | 372 | 56 | 0.10 | 64 | 0.00001 | 36 | 0.000000e+00 | 0.000000e+00 | 93.17 | 92.17 | 91.98 | 91.78 | 94.26 | 93.48 | 91.35 | 93.16 | 92.63 | 92.78 | 92.87 | 89.88 | 91.99 | 93.47 | 92.21 | 92.96 | 94.06 | 90.85 | 92.71 | 90.70 | 93.48 | 91.33 | 93.15 | 92.42 | 92.31 | 92.45 |
| 117 | 372 | 56 | 0.10 | 64 | 0.00001 | 36 | 0.000000e+00 | 1.000000e-08 | 93.88 | 93.47 | 93.88 | 93.94 | 92.27 | 92.20 | 93.69 | 92.34 | 90.71 | 93.54 | 93.45 | 92.89 | 92.45 | 92.09 | 91.97 | 91.62 | 92.06 | 93.05 | 91.98 | 93.29 | 91.36 | 94.97 | 93.78 | 92.45 | 94.20 | 92.94 |
| 118 | 372 | 56 | 0.10 | 64 | 0.00001 | 36 | 1.000000e-08 | 0.000000e+00 | 95.06 | 91.78 | 93.99 | 92.51 | 91.32 | 91.58 | 92.32 | 92.66 | 92.20 | 90.48 | 92.96 | 91.43 | 91.74 | 92.63 | 91.29 | 93.72 | 92.60 | 91.89 | 92.63 | 92.21 | 93.55 | 92.62 | 94.09 | 91.77 | 93.82 | 91.50 |
| 119 | 372 | 56 | 0.10 | 64 | 0.00001 | 36 | 1.000000e-08 | 1.000000e-08 | 92.73 | 93.36 | 91.68 | 92.38 | 93.27 | 92.15 | 92.09 | 92.89 | 92.12 | 93.98 | 93.33 | 91.90 | 91.44 | 93.57 | 92.08 | 90.97 | 93.58 | 90.41 | 92.97 | 92.42 | 94.86 | 93.30 | 94.31 | 92.37 | 92.34 | 92.94 |
| 124 | 372 | 56 | 0.10 | 32 | 0.00001 | 48 | 0.000000e+00 | 0.000000e+00 | 90.33 | 91.35 | 88.87 | 92.71 | 49.17 | 91.25 | 90.80 | 90.80 | 92.73 | 91.80 | 94.65 | 91.04 | 91.43 | 92.03 | 91.18 | 91.62 | 93.61 | 92.67 | 91.85 | 90.88 | 91.91 | 92.10 | 93.00 | 91.00 | 92.37 | 92.40 |
| 125 | 372 | 56 | 0.10 | 32 | 0.00001 | 48 | 0.000000e+00 | 1.000000e-08 | 92.10 | 92.11 | 91.08 | 92.54 | 91.40 | 91.10 | 91.81 | 91.61 | 91.21 | 91.40 | 93.06 | 91.88 | 92.81 | 90.53 | 90.19 | 91.63 | 92.17 | 94.93 | 93.13 | 91.45 | 91.53 | 92.15 | 92.85 | 92.87 | 91.49 | 90.81 |
| 126 | 372 | 56 | 0.10 | 32 | 0.00001 | 48 | 1.000000e-08 | 0.000000e+00 | 92.99 | 91.50 | 91.92 | 92.21 | 91.16 | 91.17 | 91.75 | 92.48 | 93.28 | 90.79 | 92.46 | 92.81 | 90.40 | 92.02 | 91.35 | 90.90 | 93.12 | 91.82 | 92.13 | 92.83 | 93.84 | 92.74 | 94.05 | 93.21 | 93.03 | 93.52 |
| 127 | 372 | 56 | 0.10 | 32 | 0.00001 | 48 | 1.000000e-08 | 1.000000e-08 | 92.65 | 91.79 | 93.74 | 91.62 | 91.59 | 91.44 | 91.21 | 92.86 | 91.94 | 91.96 | 92.98 | 91.82 | 91.44 | 91.91 | 90.62 | 93.42 | 92.85 | 90.15 | 90.95 | 92.01 | 92.72 | 94.76 | 92.71 | 92.57 | 92.85 | 91.98 |
| 132 | 372 | 56 | 0.10 | 48 | 0.00001 | 48 | 0.000000e+00 | 0.000000e+00 | 91.21 | 91.11 | 94.48 | 90.64 | 90.83 | 91.33 | 93.14 | 93.25 | 89.43 | 92.03 | 93.31 | 89.84 | 92.81 | 91.87 | 93.16 | 92.10 | 94.92 | 91.06 | 92.37 | 91.75 | 92.35 | 93.80 | 94.78 | 91.63 | 90.29 | 90.35 |
| 133 | 372 | 56 | 0.10 | 48 | 0.00001 | 48 | 0.000000e+00 | 1.000000e-08 | 91.60 | 92.19 | 93.56 | 92.74 | 92.59 | 91.47 | 92.13 | 92.50 | 91.66 | 92.22 | 91.82 | 92.74 | 92.02 | 92.91 | 91.77 | 93.45 | 93.78 | 91.75 | 93.66 | 91.05 | 94.11 | 93.35 | 92.60 | 92.19 | 92.53 | 91.15 |
| 134 | 372 | 56 | 0.10 | 48 | 0.00001 | 48 | 1.000000e-08 | 0.000000e+00 | 92.53 | 91.14 | 91.62 | 92.16 | 92.05 | 92.04 | 90.93 | 89.77 | 92.78 | 91.90 | 91.12 | 92.91 | 92.16 | 93.29 | 92.25 | 90.36 | 92.34 | 93.33 | 91.16 | 91.78 | 92.18 | 92.56 | 94.26 | 91.65 | 92.65 | 92.21 |
| 135 | 372 | 56 | 0.10 | 48 | 0.00001 | 48 | 1.000000e-08 | 1.000000e-08 | 93.53 | 92.23 | 93.04 | 92.83 | 92.35 | 90.12 | 93.49 | 92.97 | 92.51 | 91.59 | 92.29 | 93.24 | 92.76 | 92.12 | 92.01 | 92.81 | 92.52 | 93.00 | 93.04 | 91.89 | 94.14 | 93.09 | 92.08 | 90.69 | 93.58 | 92.35 |
| 140 | 372 | 56 | 0.10 | 64 | 0.00001 | 48 | 0.000000e+00 | 0.000000e+00 | 91.65 | 93.28 | 92.96 | 92.61 | 94.12 | 90.61 | 92.16 | 92.54 | 91.88 | 89.83 | 91.63 | 92.12 | 91.51 | 93.31 | 91.98 | 93.64 | 93.44 | 91.55 | 92.87 | 91.85 | 94.82 | 94.48 | 94.63 | 93.12 | 92.48 | 92.50 |
| 141 | 372 | 56 | 0.10 | 64 | 0.00001 | 48 | 0.000000e+00 | 1.000000e-08 | 95.21 | 93.30 | 92.75 | 93.36 | 93.06 | 93.27 | 93.78 | 92.78 | 90.98 | 91.38 | 92.14 | 92.39 | 93.81 | 92.56 | 92.58 | 93.40 | 90.55 | 93.27 | 92.94 | 92.90 | 92.77 | 95.04 | 94.33 | 93.05 | 93.26 | 92.97 |
| 142 | 372 | 56 | 0.10 | 64 | 0.00001 | 48 | 1.000000e-08 | 0.000000e+00 | 91.31 | 90.93 | 93.39 | 91.86 | 94.18 | 90.85 | 92.97 | 92.72 | 90.72 | 91.41 | 91.39 | 91.93 | 89.44 | 92.53 | 90.82 | 92.31 | 91.20 | 91.90 | 91.49 | 92.30 | 93.60 | 93.53 | 95.10 | 92.84 | 93.15 | 93.06 |
| 143 | 372 | 56 | 0.10 | 64 | 0.00001 | 48 | 1.000000e-08 | 1.000000e-08 | 92.69 | 91.61 | 92.87 | 93.14 | 91.98 | 91.66 | 91.67 | 93.21 | 92.66 | 92.70 | 91.56 | 94.83 | 93.16 | 93.25 | 92.43 | 93.41 | 92.84 | 91.63 | 92.42 | 92.84 | 92.46 | 91.59 | 93.29 | 92.62 | 94.13 | 91.92 |
| 148 | 372 | 56 | 0.01 | 32 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 92.92 | 91.09 | 92.64 | 90.84 | 90.75 | 92.60 | 91.41 | 89.35 | 90.58 | 91.08 | 93.13 | 89.07 | 88.32 | 94.16 | 92.36 | 92.39 | 92.70 | 91.36 | 91.28 | 90.23 | 92.46 | 91.23 | 91.04 | 92.16 | 90.12 | 91.09 |
| 149 | 372 | 56 | 0.01 | 32 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 91.14 | 91.69 | 90.40 | 92.26 | 90.98 | 90.58 | 90.24 | 90.47 | 90.36 | 90.69 | 92.22 | 90.14 | 90.97 | 90.60 | 91.75 | 92.05 | 92.91 | 91.13 | 93.33 | 91.73 | 91.62 | 92.17 | 94.12 | 93.23 | 91.44 | 89.47 |
| 150 | 372 | 56 | 0.01 | 32 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 90.59 | 91.69 | 91.73 | 90.38 | 94.12 | 93.28 | 89.02 | 93.27 | 90.54 | 92.39 | 91.39 | 93.20 | 89.57 | 91.09 | 91.68 | 91.57 | 94.27 | 91.58 | 91.66 | 91.83 | 91.88 | 89.47 | 93.99 | 91.23 | 92.23 | 90.56 |
| 151 | 372 | 56 | 0.01 | 32 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 92.26 | 89.25 | 90.97 | 92.09 | 90.69 | 91.27 | 92.36 | 92.45 | 92.34 | 93.00 | 92.13 | 89.76 | 91.99 | 91.46 | 91.73 | 89.75 | 91.56 | 92.95 | 92.29 | 91.76 | 93.39 | 92.09 | 91.67 | 92.41 | 90.57 | 89.99 |
| 156 | 372 | 56 | 0.01 | 48 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 91.29 | 90.24 | 92.40 | 90.70 | 91.98 | 87.85 | 91.78 | 91.86 | 90.25 | 90.76 | 93.16 | 88.66 | 90.73 | 91.51 | 92.39 | 92.02 | 91.80 | 90.53 | 92.15 | 92.37 | 92.85 | 91.37 | 93.04 | 93.84 | 92.85 | 90.11 |
| 157 | 372 | 56 | 0.01 | 48 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 91.71 | 93.41 | 90.76 | 88.45 | 91.15 | 89.05 | 93.36 | 91.31 | 91.07 | 90.66 | 91.20 | 89.56 | 91.00 | 91.22 | 90.59 | 91.04 | 91.25 | 89.94 | 93.80 | 92.88 | 92.08 | 91.51 | 92.85 | 92.77 | 91.85 | 93.20 |
| 158 | 372 | 56 | 0.01 | 48 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 90.85 | 91.51 | 91.59 | 93.04 | 90.10 | 92.45 | 91.07 | 93.01 | 92.22 | 91.26 | 93.32 | 92.31 | 92.23 | 89.90 | 90.54 | 89.94 | 92.44 | 91.43 | 93.07 | 91.07 | 91.28 | 91.49 | 91.99 | 92.89 | 91.71 | 92.19 |
| 159 | 372 | 56 | 0.01 | 48 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 92.03 | 92.03 | 92.29 | 91.63 | 93.63 | 91.56 | 92.27 | 91.07 | 91.20 | 92.83 | 92.72 | 90.40 | 91.96 | 92.75 | 92.92 | 92.31 | 91.06 | 92.65 | 93.29 | 90.47 | 92.50 | 93.40 | 92.89 | 92.09 | 91.39 | 92.50 |
| 164 | 372 | 56 | 0.01 | 64 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 92.52 | 93.20 | 92.24 | 92.70 | 92.34 | 91.04 | 92.90 | 91.67 | 91.67 | 88.14 | 91.54 | 91.96 | 92.19 | 93.58 | 89.90 | 92.27 | 92.83 | 91.77 | 92.01 | 90.79 | 93.27 | 94.95 | 93.71 | 92.53 | 92.10 | 91.63 |
| 165 | 372 | 56 | 0.01 | 64 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 87.83 | 92.78 | 90.58 | 93.49 | 91.08 | 90.19 | 92.23 | 91.54 | 91.53 | 88.86 | 92.25 | 91.83 | 91.28 | 89.71 | 92.02 | 92.30 | 92.51 | 92.95 | 94.07 | 92.19 | 91.98 | 93.54 | 93.23 | 92.70 | 92.92 | 92.74 |
| 166 | 372 | 56 | 0.01 | 64 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 92.53 | 92.19 | 93.48 | 90.37 | 91.88 | 89.89 | 93.53 | 90.28 | 92.33 | 92.53 | 93.01 | 92.06 | 91.74 | 92.05 | 89.47 | 92.37 | 94.25 | 89.92 | 92.48 | 93.24 | 94.00 | 92.49 | 92.76 | 91.80 | 91.03 | 91.00 |
| 167 | 372 | 56 | 0.01 | 64 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 91.48 | 92.15 | 92.32 | 93.75 | 91.54 | 91.66 | 91.28 | 92.32 | 93.34 | 91.47 | 93.61 | 90.70 | 92.64 | 93.46 | 91.51 | 93.34 | 92.22 | 91.57 | 92.34 | 93.24 | 93.62 | 92.25 | 94.45 | 91.96 | 93.40 | 92.08 |
| 172 | 372 | 56 | 0.01 | 32 | 0.00100 | 36 | 0.000000e+00 | 0.000000e+00 | 91.45 | 91.90 | 91.51 | 91.89 | 92.17 | 89.39 | 91.00 | 93.18 | 91.57 | 91.65 | 92.93 | 89.99 | 91.78 | 91.33 | 91.33 | 91.02 | 90.24 | 91.35 | 92.72 | 90.62 | 93.58 | 92.09 | 93.03 | 91.38 | 92.88 | 92.53 |
| 173 | 372 | 56 | 0.01 | 32 | 0.00100 | 36 | 0.000000e+00 | 1.000000e-08 | 92.62 | 91.30 | 90.34 | 91.06 | 91.60 | 91.03 | 91.15 | 90.54 | 92.85 | 91.20 | 91.00 | 92.05 | 90.60 | 90.60 | 89.08 | 91.64 | 92.60 | 89.51 | 91.07 | 90.72 | 93.05 | 91.50 | 91.23 | 91.89 | 92.72 | 90.14 |
| 174 | 372 | 56 | 0.01 | 32 | 0.00100 | 36 | 1.000000e-08 | 0.000000e+00 | 88.14 | 92.19 | 91.97 | 91.48 | 91.94 | 91.17 | 92.52 | 89.79 | 90.87 | 92.43 | 92.04 | 90.12 | 91.08 | 89.65 | 92.10 | 92.37 | 94.23 | 91.78 | 93.84 | 90.78 | 94.10 | 91.38 | 94.07 | 93.50 | 91.32 | 91.95 |
| 175 | 372 | 56 | 0.01 | 32 | 0.00100 | 36 | 1.000000e-08 | 1.000000e-08 | 92.00 | 91.99 | 93.09 | 91.87 | 92.74 | 91.61 | 91.54 | 93.15 | 91.87 | 93.24 | 93.92 | 91.84 | 91.98 | 91.57 | 90.22 | 91.56 | 91.72 | 91.39 | 92.96 | 93.08 | 91.17 | 91.66 | 93.51 | 92.59 | 90.88 | 89.50 |
| 180 | 372 | 56 | 0.01 | 48 | 0.00100 | 36 | 0.000000e+00 | 0.000000e+00 | 91.52 | 91.62 | 91.62 | 92.14 | 90.15 | 91.32 | 92.31 | 91.67 | 90.94 | 90.55 | 92.16 | 91.10 | 90.48 | 91.27 | 90.06 | 91.95 | 92.08 | 90.57 | 93.01 | 90.83 | 92.57 | 92.63 | 93.80 | 93.38 | 91.45 | 90.76 |
| 181 | 372 | 56 | 0.01 | 48 | 0.00100 | 36 | 0.000000e+00 | 1.000000e-08 | 91.78 | 90.77 | 92.25 | 90.91 | 92.02 | 92.98 | 91.38 | 90.70 | 91.53 | 91.17 | 92.31 | 91.56 | 90.49 | 92.14 | 93.11 | 91.20 | 92.33 | 91.72 | 91.85 | 91.28 | 93.63 | 91.48 | 93.31 | 92.14 | 91.79 | 93.13 |
| 182 | 372 | 56 | 0.01 | 48 | 0.00100 | 36 | 1.000000e-08 | 0.000000e+00 | 91.91 | 94.35 | 90.40 | 91.72 | 94.69 | 91.57 | 90.58 | 90.91 | 92.07 | 90.92 | 91.52 | 90.33 | 91.00 | 92.63 | 91.04 | 90.70 | 92.14 | 91.81 | 92.96 | 92.43 | 93.24 | 91.59 | 93.17 | 91.79 | 93.31 | 91.60 |
| 183 | 372 | 56 | 0.01 | 48 | 0.00100 | 36 | 1.000000e-08 | 1.000000e-08 | 92.74 | 90.82 | 92.41 | 93.45 | 93.81 | 91.77 | 92.06 | 91.89 | 92.04 | 90.88 | 93.07 | 91.91 | 91.84 | 91.70 | 91.09 | 92.32 | 92.79 | 94.38 | 91.26 | 91.48 | 91.49 | 91.59 | 93.45 | 91.64 | 92.78 | 93.29 |
| 188 | 372 | 56 | 0.01 | 64 | 0.00100 | 36 | 0.000000e+00 | 0.000000e+00 | 92.74 | 91.68 | 93.17 | 93.69 | 92.87 | 93.23 | 90.45 | 92.48 | 91.56 | 89.15 | 93.02 | 91.07 | 91.39 | 93.88 | 92.20 | 93.90 | 92.89 | 90.59 | 92.96 | 92.64 | 92.65 | 93.49 | 94.55 | 92.85 | 92.61 | 91.34 |
| 189 | 372 | 56 | 0.01 | 64 | 0.00100 | 36 | 0.000000e+00 | 1.000000e-08 | 91.54 | 92.88 | 91.21 | 90.12 | 92.53 | 91.87 | 90.89 | 91.39 | 93.52 | 90.59 | 92.76 | 93.13 | 92.87 | 87.65 | 92.21 | 91.79 | 91.35 | 93.41 | 92.87 | 90.83 | 92.01 | 91.94 | 93.19 | 92.97 | 92.28 | 92.26 |
| 190 | 372 | 56 | 0.01 | 64 | 0.00100 | 36 | 1.000000e-08 | 0.000000e+00 | 92.29 | 91.79 | 92.25 | 90.63 | 91.21 | 91.76 | 91.69 | 90.18 | 91.59 | 92.15 | 92.26 | 89.35 | 93.09 | 91.61 | 92.07 | 92.83 | 92.23 | 91.65 | 93.72 | 92.95 | 92.55 | 92.30 | 93.84 | 93.23 | 91.77 | 92.23 |
| 191 | 372 | 56 | 0.01 | 64 | 0.00100 | 36 | 1.000000e-08 | 1.000000e-08 | 91.79 | 92.39 | 92.67 | 90.60 | 91.46 | 92.18 | 91.94 | 92.87 | 92.26 | 92.53 | 92.56 | 91.54 | 91.03 | 93.29 | 91.98 | 90.81 | 93.04 | 91.49 | 92.23 | 92.74 | 93.22 | 93.14 | 93.16 | 92.66 | 91.85 | 93.76 |
| 196 | 372 | 56 | 0.01 | 32 | 0.00100 | 48 | 0.000000e+00 | 0.000000e+00 | 90.93 | 90.34 | 88.91 | 92.47 | 89.91 | 89.91 | 91.18 | 90.84 | 91.27 | 92.66 | 92.34 | 89.98 | 88.66 | 90.85 | 92.81 | 91.74 | 90.95 | 90.80 | 90.96 | 92.17 | 91.83 | 91.12 | 92.04 | 92.80 | 91.41 | 90.58 |
| 197 | 372 | 56 | 0.01 | 32 | 0.00100 | 48 | 0.000000e+00 | 1.000000e-08 | 91.22 | 89.83 | 89.31 | 91.55 | 91.58 | 90.22 | 89.98 | 91.15 | 91.50 | 90.76 | 92.46 | 89.85 | 92.63 | 92.26 | 91.75 | 90.22 | 90.30 | 89.90 | 91.71 | 89.80 | 93.76 | 92.58 | 93.28 | 90.18 | 91.10 | 90.44 |
| 198 | 372 | 56 | 0.01 | 32 | 0.00100 | 48 | 1.000000e-08 | 0.000000e+00 | 90.76 | 91.14 | 91.29 | 88.97 | 91.30 | 89.74 | 89.89 | 91.15 | 89.89 | 93.00 | 89.60 | 88.35 | 89.76 | 91.13 | 88.47 | 92.70 | 88.56 | 92.16 | 90.10 | 90.33 | 90.16 | 89.25 | 90.39 | 90.75 | 91.45 | 90.33 |
| 199 | 372 | 56 | 0.01 | 32 | 0.00100 | 48 | 1.000000e-08 | 1.000000e-08 | 92.51 | 90.73 | 91.39 | 92.00 | 90.69 | 92.75 | 89.61 | 90.86 | 89.28 | 93.45 | 90.07 | 92.46 | 89.90 | 91.85 | 90.54 | 90.50 | 92.85 | 92.23 | 91.81 | 91.71 | 91.32 | 93.73 | 90.65 | 91.72 | 91.31 | 89.74 |
| 204 | 372 | 56 | 0.01 | 48 | 0.00100 | 48 | 0.000000e+00 | 0.000000e+00 | 91.43 | 90.02 | 91.78 | 90.16 | 91.40 | 91.29 | 91.73 | 90.82 | 92.18 | 91.43 | 91.76 | 91.65 | 90.95 | 90.82 | 88.99 | 91.03 | 92.27 | 92.52 | 93.44 | 92.06 | 92.35 | 90.68 | 92.64 | 91.61 | 92.30 | 90.06 |
| 205 | 372 | 56 | 0.01 | 48 | 0.00100 | 48 | 0.000000e+00 | 1.000000e-08 | 90.70 | 92.57 | 92.01 | 92.07 | 92.43 | 89.97 | 91.93 | 93.77 | 94.21 | 93.72 | 92.36 | 92.19 | 90.98 | 92.17 | 91.87 | 90.22 | 90.98 | 93.01 | 92.82 | 92.05 | 91.55 | 91.96 | 91.68 | 89.28 | 92.20 | 93.19 |
| 206 | 372 | 56 | 0.01 | 48 | 0.00100 | 48 | 1.000000e-08 | 0.000000e+00 | 92.49 | 94.05 | 93.46 | 90.63 | 91.95 | 91.40 | 92.09 | 92.37 | 91.96 | 91.36 | 92.01 | 92.19 | 93.72 | 91.58 | 92.08 | 92.95 | 92.26 | 91.39 | 90.87 | 91.73 | 92.59 | 92.24 | 93.38 | 92.11 | 91.00 | 92.08 |
| 207 | 372 | 56 | 0.01 | 48 | 0.00100 | 48 | 1.000000e-08 | 1.000000e-08 | 91.68 | 92.25 | 93.27 | 91.93 | 91.00 | 92.73 | 91.71 | 91.55 | 89.39 | 91.04 | 91.71 | 89.97 | 91.95 | 92.60 | 91.01 | 91.15 | 92.28 | 93.45 | 93.66 | 90.62 | 93.98 | 91.42 | 92.29 | 92.53 | 91.76 | 92.49 |
| 212 | 372 | 56 | 0.01 | 64 | 0.00100 | 48 | 0.000000e+00 | 0.000000e+00 | 92.84 | 93.27 | 92.40 | 90.57 | 90.67 | 90.90 | 92.79 | 90.63 | 91.26 | 92.32 | 93.17 | 91.57 | 92.07 | 92.06 | 89.16 | 93.05 | 92.00 | 90.62 | 92.95 | 92.37 | 94.08 | 93.37 | 93.20 | 92.62 | 92.40 | 92.52 |
| 213 | 372 | 56 | 0.01 | 64 | 0.00100 | 48 | 0.000000e+00 | 1.000000e-08 | 92.05 | 90.65 | 89.37 | 91.09 | 92.36 | 91.02 | 92.65 | 92.11 | 90.79 | 91.60 | 92.84 | 91.89 | 92.87 | 92.00 | 91.13 | 90.91 | 93.04 | 92.33 | 91.69 | 92.02 | 92.99 | 92.06 | 94.62 | 92.37 | 93.92 | 91.95 |
| 214 | 372 | 56 | 0.01 | 64 | 0.00100 | 48 | 1.000000e-08 | 0.000000e+00 | 90.34 | 92.42 | 94.05 | 93.28 | 92.08 | 90.86 | 91.52 | 92.12 | 92.13 | 92.82 | 93.20 | 92.51 | 93.33 | 94.01 | 90.32 | 91.40 | 94.00 | 92.86 | 92.84 | 94.23 | 93.21 | 94.15 | 92.33 | 93.36 | 92.61 | 91.29 |
| 215 | 372 | 56 | 0.01 | 64 | 0.00100 | 48 | 1.000000e-08 | 1.000000e-08 | 92.49 | 91.92 | 92.53 | 90.88 | 91.54 | 92.04 | 94.27 | 91.28 | 94.37 | 90.53 | 92.02 | 91.36 | 92.51 | 91.18 | 92.42 | 93.32 | 93.19 | 91.20 | 93.79 | 90.71 | 93.21 | 92.28 | 91.48 | 92.11 | 92.15 | 93.13 |
| 220 | 372 | 56 | 0.01 | 32 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 90.06 | 93.28 | 91.77 | 90.32 | 90.57 | 92.80 | 92.07 | 89.84 | 89.69 | 91.15 | 89.98 | 89.04 | 90.32 | 91.07 | 90.67 | 91.43 | 93.69 | 93.52 | 93.48 | 90.85 | 91.75 | 91.60 | 92.24 | 91.88 | 92.12 | 90.60 |
| 221 | 372 | 56 | 0.01 | 32 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 90.35 | 90.91 | 91.62 | 91.47 | 91.77 | 90.47 | 90.22 | 90.77 | 91.23 | 90.26 | 89.30 | 91.19 | 89.51 | 90.53 | 90.13 | 91.05 | 91.42 | 91.98 | 90.78 | 91.80 | 91.55 | 91.39 | 92.71 | 91.19 | 92.33 | 91.10 |
| 222 | 372 | 56 | 0.01 | 32 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 92.65 | 90.87 | 90.26 | 89.94 | 89.86 | 90.78 | 88.45 | 90.74 | 92.05 | 88.64 | 91.65 | 90.02 | 90.43 | 91.83 | 90.91 | 89.83 | 89.26 | 92.03 | 91.28 | 92.12 | 92.06 | 90.99 | 91.33 | 91.22 | 92.22 | 90.28 |
| 223 | 372 | 56 | 0.01 | 32 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 89.31 | 90.73 | 90.90 | 91.33 | 91.59 | 91.89 | 92.12 | 91.09 | 91.58 | 90.96 | 91.44 | 90.24 | 91.30 | 90.42 | 90.84 | 91.68 | 90.17 | 91.62 | 92.50 | 88.58 | 92.54 | 91.19 | 92.14 | 89.39 | 91.97 | 89.70 |
| 228 | 372 | 56 | 0.01 | 48 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 90.69 | 91.73 | 93.15 | 89.58 | 93.25 | 92.08 | 90.22 | 92.03 | 89.64 | 91.64 | 91.78 | 92.81 | 90.84 | 92.22 | 89.72 | 91.50 | 92.42 | 92.20 | 91.19 | 92.09 | 92.22 | 92.13 | 93.09 | 92.21 | 92.98 | 91.79 |
| 229 | 372 | 56 | 0.01 | 48 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 91.83 | 92.54 | 89.67 | 91.01 | 92.71 | 91.55 | 90.98 | 88.86 | 90.79 | 92.29 | 92.82 | 93.30 | 89.96 | 89.99 | 91.23 | 89.28 | 91.17 | 92.31 | 91.59 | 91.30 | 93.84 | 91.39 | 93.09 | 93.34 | 92.52 | 92.21 |
| 230 | 372 | 56 | 0.01 | 48 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 91.20 | 90.37 | 93.37 | 92.12 | 92.48 | 92.02 | 93.37 | 92.73 | 91.22 | 91.80 | 92.84 | 91.63 | 91.60 | 92.74 | 91.12 | 91.80 | 91.78 | 91.91 | 92.25 | 91.86 | 94.31 | 93.70 | 92.36 | 92.11 | 92.31 | 92.53 |
| 231 | 372 | 56 | 0.01 | 48 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 94.07 | 91.40 | 92.73 | 91.38 | 91.71 | 92.09 | 92.34 | 91.16 | 91.66 | 91.20 | 91.27 | 90.71 | 91.25 | 93.15 | 90.13 | 92.04 | 93.19 | 92.50 | 91.28 | 92.34 | 92.96 | 91.64 | 93.48 | 92.96 | 91.81 | 90.37 |
| 236 | 372 | 56 | 0.01 | 64 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 91.27 | 92.56 | 92.76 | 92.77 | 90.19 | 91.51 | 91.68 | 93.57 | 90.90 | 91.64 | 93.43 | 90.40 | 91.72 | 92.79 | 91.59 | 91.68 | 93.14 | 91.18 | 93.34 | 92.01 | 93.08 | 92.88 | 90.09 | 92.75 | 93.12 | 93.39 |
| 237 | 372 | 56 | 0.01 | 64 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 91.05 | 91.24 | 91.64 | 89.98 | 92.83 | 91.01 | 91.91 | 92.95 | 91.66 | 91.21 | 92.76 | 92.56 | 91.59 | 91.71 | 92.54 | 91.05 | 91.79 | 91.80 | 92.20 | 90.54 | 92.02 | 93.68 | 92.52 | 93.03 | 91.79 | 92.62 |
| 238 | 372 | 56 | 0.01 | 64 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 92.45 | 92.67 | 92.09 | 91.18 | 92.23 | 90.87 | 91.33 | 92.51 | 92.68 | 92.74 | 91.51 | 91.86 | 92.61 | 92.04 | 92.83 | 91.75 | 91.51 | 91.91 | 94.42 | 93.71 | 93.41 | 92.76 | 93.12 | 90.79 | 93.11 | 90.28 |
| 239 | 372 | 56 | 0.01 | 64 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 88.95 | 93.32 | 92.25 | 91.50 | 92.27 | 92.22 | 91.32 | 92.55 | 90.77 | 90.99 | 91.15 | 88.73 | 91.87 | 92.80 | 91.71 | 93.23 | 92.03 | 90.16 | 92.45 | 90.93 | 93.30 | 92.36 | 93.37 | 93.64 | 91.18 | 90.73 |
| 244 | 372 | 56 | 0.01 | 32 | 0.00001 | 36 | 0.000000e+00 | 0.000000e+00 | 91.84 | 92.16 | 91.81 | 91.10 | 90.59 | 91.81 | 90.73 | 90.64 | 91.44 | 90.47 | 90.89 | 90.87 | 91.21 | 91.36 | 91.00 | 91.69 | 92.00 | 91.04 | 91.06 | 92.39 | 92.69 | 91.20 | 92.25 | 90.55 | 91.01 | 89.96 |
| 245 | 372 | 56 | 0.01 | 32 | 0.00001 | 36 | 0.000000e+00 | 1.000000e-08 | 91.15 | 88.83 | 90.68 | 91.13 | 90.42 | 90.34 | 91.03 | 91.11 | 93.01 | 92.27 | 91.71 | 91.43 | 91.95 | 92.75 | 90.81 | 92.66 | 92.30 | 89.84 | 92.26 | 89.08 | 91.94 | 91.08 | 91.78 | 91.88 | 90.20 | 90.67 |
| 246 | 372 | 56 | 0.01 | 32 | 0.00001 | 36 | 1.000000e-08 | 0.000000e+00 | 91.22 | 91.19 | 92.38 | 91.56 | 92.41 | 90.28 | 91.65 | 92.79 | 92.83 | 93.65 | 93.27 | 90.15 | 90.54 | 92.22 | 90.60 | 93.72 | 91.92 | 91.63 | 92.01 | 91.83 | 92.60 | 91.75 | 95.22 | 91.34 | 92.54 | 88.96 |
| 247 | 372 | 56 | 0.01 | 32 | 0.00001 | 36 | 1.000000e-08 | 1.000000e-08 | 92.69 | 90.64 | 91.59 | 91.54 | 91.25 | 92.92 | 91.70 | 93.16 | 92.39 | 90.07 | 93.85 | 92.21 | 90.22 | 94.11 | 93.63 | 90.16 | 91.15 | 91.97 | 91.72 | 90.51 | 91.22 | 92.17 | 93.18 | 92.68 | 92.08 | 91.23 |
| 252 | 372 | 56 | 0.01 | 48 | 0.00001 | 36 | 0.000000e+00 | 0.000000e+00 | 92.26 | 92.12 | 90.75 | 91.62 | 92.13 | 91.45 | 92.31 | 91.98 | 90.10 | 89.87 | 91.79 | 91.41 | 91.10 | 91.18 | 91.74 | 89.77 | 92.55 | 91.09 | 93.29 | 92.60 | 93.73 | 91.65 | 93.56 | 91.96 | 92.50 | 90.43 |
| 253 | 372 | 56 | 0.01 | 48 | 0.00001 | 36 | 0.000000e+00 | 1.000000e-08 | 90.75 | 92.22 | 92.30 | 92.16 | 91.98 | 92.17 | 91.26 | 90.39 | 91.12 | 90.70 | 92.77 | 90.19 | 91.75 | 91.09 | 91.80 | 90.42 | 91.75 | 91.19 | 92.83 | 91.30 | 91.48 | 92.63 | 92.15 | 92.82 | 91.94 | 92.01 |
| 254 | 372 | 56 | 0.01 | 48 | 0.00001 | 36 | 1.000000e-08 | 0.000000e+00 | 89.57 | 91.38 | 91.69 | 91.81 | 90.74 | 89.93 | 92.16 | 91.61 | 91.24 | 92.15 | 93.18 | 91.82 | 92.10 | 93.10 | 90.71 | 92.86 | 92.67 | 91.35 | 92.59 | 92.65 | 93.76 | 92.65 | 92.53 | 93.19 | 92.10 | 90.63 |
| 255 | 372 | 56 | 0.01 | 48 | 0.00001 | 36 | 1.000000e-08 | 1.000000e-08 | 91.94 | 92.07 | 93.56 | 92.93 | 93.39 | 90.31 | 91.55 | 91.97 | 92.47 | 91.96 | 92.04 | 92.27 | 91.14 | 89.94 | 90.62 | 90.37 | 90.82 | 92.19 | 93.58 | 90.81 | 91.56 | 92.07 | 93.63 | 92.68 | 92.36 | 92.84 |
| 260 | 372 | 56 | 0.01 | 64 | 0.00001 | 36 | 0.000000e+00 | 0.000000e+00 | 91.56 | 93.07 | 91.26 | 92.62 | 92.24 | 92.78 | 91.74 | 91.72 | 91.88 | 91.29 | 93.04 | 91.32 | 92.01 | 91.32 | 91.00 | 92.56 | 93.31 | 91.63 | 93.28 | 92.00 | 93.56 | 92.40 | 93.02 | 93.70 | 93.07 | 92.20 |
| 261 | 372 | 56 | 0.01 | 64 | 0.00001 | 36 | 0.000000e+00 | 1.000000e-08 | 90.90 | 92.85 | 93.45 | 91.62 | 93.01 | 92.24 | 91.49 | 90.72 | 91.72 | 93.18 | 92.92 | 92.20 | 92.73 | 90.72 | 91.43 | 92.06 | 92.77 | 91.99 | 94.10 | 92.27 | 93.29 | 93.08 | 93.96 | 93.65 | 92.49 | 91.26 |
| 262 | 372 | 56 | 0.01 | 64 | 0.00001 | 36 | 1.000000e-08 | 0.000000e+00 | 92.24 | 91.81 | 90.90 | 91.78 | 92.12 | 91.44 | 91.57 | 92.57 | 92.78 | 91.97 | 94.01 | 92.00 | 91.55 | 92.68 | 91.37 | 93.69 | 91.94 | 91.92 | 93.94 | 91.86 | 93.54 | 94.25 | 94.16 | 92.11 | 92.92 | 92.38 |
| 263 | 372 | 56 | 0.01 | 64 | 0.00001 | 36 | 1.000000e-08 | 1.000000e-08 | 90.61 | 91.96 | 91.51 | 92.02 | 90.12 | 93.30 | 90.28 | 92.67 | 91.82 | 91.90 | 91.36 | 90.28 | 92.83 | 92.71 | 90.92 | 89.09 | 92.51 | 91.53 | 92.83 | 91.52 | 92.73 | 93.81 | 94.19 | 93.01 | 92.07 | 92.61 |
| 268 | 372 | 56 | 0.01 | 32 | 0.00001 | 48 | 0.000000e+00 | 0.000000e+00 | 88.45 | 91.10 | 93.00 | 91.16 | 92.11 | 90.48 | 90.43 | 91.25 | 90.38 | 91.32 | 92.76 | 90.08 | 90.45 | 90.79 | 90.37 | 91.54 | 92.79 | 91.55 | 92.17 | 89.08 | 90.88 | 90.38 | 92.17 | 91.92 | 91.62 | 88.53 |
| 269 | 372 | 56 | 0.01 | 32 | 0.00001 | 48 | 0.000000e+00 | 1.000000e-08 | 91.29 | 93.04 | 91.68 | 90.64 | 92.76 | 89.44 | 90.76 | 90.13 | 91.30 | 90.82 | 91.73 | 90.91 | 92.38 | 91.25 | 90.64 | 92.47 | 91.52 | 92.05 | 92.06 | 90.86 | 92.72 | 91.92 | 93.69 | 91.91 | 92.66 | 91.72 |
| 270 | 372 | 56 | 0.01 | 32 | 0.00001 | 48 | 1.000000e-08 | 0.000000e+00 | 92.05 | 90.61 | 92.75 | 91.12 | 91.22 | 89.72 | 91.36 | 90.30 | 89.78 | 90.81 | 90.36 | 92.02 | 91.49 | 90.48 | 90.06 | 91.63 | 91.51 | 90.16 | 93.07 | 89.72 | 90.00 | 92.53 | 91.78 | 91.10 | 90.34 | 91.21 |
| 271 | 372 | 56 | 0.01 | 32 | 0.00001 | 48 | 1.000000e-08 | 1.000000e-08 | 94.02 | 91.63 | 89.67 | 89.56 | 90.07 | 91.96 | 91.04 | 91.36 | 89.57 | 90.40 | 93.37 | 90.50 | 93.07 | 92.66 | 90.29 | 91.47 | 91.02 | 90.08 | 91.17 | 89.94 | 92.22 | 92.71 | 92.92 | 92.14 | 90.81 | 90.39 |
| 276 | 372 | 56 | 0.01 | 48 | 0.00001 | 48 | 0.000000e+00 | 0.000000e+00 | 91.31 | 92.20 | 91.87 | 90.97 | 92.24 | 89.03 | 92.85 | 92.58 | 90.07 | 89.81 | 90.66 | 90.09 | 89.54 | 92.07 | 91.76 | 92.05 | 91.89 | 92.40 | 93.31 | 91.22 | 93.07 | 92.53 | 93.22 | 92.46 | 92.23 | 92.07 |
| 277 | 372 | 56 | 0.01 | 48 | 0.00001 | 48 | 0.000000e+00 | 1.000000e-08 | 92.27 | 91.23 | 91.58 | 91.89 | 91.60 | 92.21 | 90.62 | 90.89 | 92.71 | 91.89 | 93.36 | 90.64 | 91.55 | 91.31 | 91.54 | 90.98 | 91.50 | 93.43 | 93.24 | 90.55 | 92.11 | 91.53 | 91.66 | 93.27 | 91.74 | 91.19 |
| 278 | 372 | 56 | 0.01 | 48 | 0.00001 | 48 | 1.000000e-08 | 0.000000e+00 | 91.37 | 92.01 | 92.57 | 92.52 | 90.37 | 92.06 | 92.48 | 92.34 | 91.75 | 92.40 | 93.84 | 91.09 | 91.11 | 94.15 | 89.88 | 92.23 | 92.38 | 92.15 | 92.47 | 91.61 | 92.10 | 92.09 | 93.31 | 90.80 | 93.30 | 91.96 |
| 279 | 372 | 56 | 0.01 | 48 | 0.00001 | 48 | 1.000000e-08 | 1.000000e-08 | 94.86 | 92.61 | 91.85 | 90.84 | 92.50 | 90.99 | 90.68 | 89.95 | 93.07 | 91.07 | 91.95 | 90.66 | 91.39 | 91.68 | 90.46 | 92.69 | 91.95 | 92.05 | 91.68 | 91.41 | 93.29 | 93.30 | 93.36 | 92.40 | 91.15 | 91.82 |
| 284 | 372 | 56 | 0.01 | 64 | 0.00001 | 48 | 0.000000e+00 | 0.000000e+00 | 91.80 | 91.80 | 93.01 | 92.39 | 92.81 | 93.08 | 92.36 | 91.82 | 90.32 | 92.90 | 90.62 | 93.10 | 92.91 | 92.58 | 90.39 | 92.18 | 94.30 | 92.69 | 93.92 | 92.35 | 93.08 | 92.95 | 94.18 | 93.09 | 92.37 | 92.43 |
| 285 | 372 | 56 | 0.01 | 64 | 0.00001 | 48 | 0.000000e+00 | 1.000000e-08 | 91.88 | 92.30 | 91.95 | 92.63 | 89.70 | 92.58 | 90.11 | 91.07 | 91.01 | 90.83 | 90.42 | 91.42 | 93.58 | 90.59 | 92.62 | 92.76 | 91.63 | 92.29 | 91.78 | 92.74 | 93.42 | 92.81 | 93.63 | 92.88 | 93.63 | 93.32 |
| 286 | 372 | 56 | 0.01 | 64 | 0.00001 | 48 | 1.000000e-08 | 0.000000e+00 | 90.76 | 90.17 | 92.80 | 91.09 | 92.59 | 91.56 | 90.75 | 92.33 | 93.29 | 92.57 | 93.58 | 90.33 | 92.90 | 90.89 | 91.55 | 90.43 | 92.45 | 93.64 | 93.51 | 93.29 | 92.42 | 93.34 | 94.13 | 92.87 | 91.19 | 92.31 |
| 287 | 372 | 56 | 0.01 | 64 | 0.00001 | 48 | 1.000000e-08 | 1.000000e-08 | 92.20 | 92.28 | 93.89 | 92.33 | 93.22 | 92.12 | 92.09 | 94.24 | 92.30 | 93.66 | 91.81 | 93.28 | 93.33 | 93.50 | 92.16 | 93.42 | 92.20 | 91.88 | 92.27 | 92.93 | 93.72 | 93.78 | 94.03 | 93.87 | 92.92 | 93.53 |
The global mean maximum row:
| mAP_valid_abs_values | mAP_valid_abs_values_2 | mAP_valid_abs_values_3 | mAP_valid_abs_values_4 | mAP_valid_abs_values_5 | mAP_valid_abs_values_6 | mAP_valid_abs_values_7 | mAP_valid_abs_values_8 | mAP_valid_abs_values_9 | mAP_valid_abs_values_10 | mAP_valid_abs_values_11 | mAP_valid_abs_values_12 | mAP_valid_abs_values_13 | mAP_valid_abs_values_14 | mAP_valid_abs_values_15 | mAP_valid_abs_values_16 | mAP_valid_abs_values_17 | mAP_valid_abs_values_18 | mAP_valid_abs_values_19 | mAP_valid_abs_values_20 | mAP_valid_abs_values_21 | mAP_valid_abs_values_22 | mAP_valid_abs_values_23 | mAP_valid_abs_values_24 | mAP_valid_abs_values_25 | mAP_valid_abs_values_26 | average_map | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 238 | 89.43 | 89.92 | 89.55 | 89.00 | 90.55 | 91.01 | 91.53 | 91.10 | 89.35 | 90.20 | 90.26 | 90.79 | 90.14 | 90.91 | 89.16 | 90.05 | 90.57 | 90.21 | 90.89 | 90.87 | 91.16 | 90.66 | 90.09 | 89.93 | 90.28 | 88.96 | 90.252692 |
| 188 | 89.31 | 90.33 | 89.25 | 91.18 | 90.05 | 90.48 | 89.00 | 91.13 | 89.88 | 88.92 | 90.42 | 90.15 | 89.67 | 90.42 | 89.71 | 91.16 | 90.52 | 89.14 | 90.43 | 91.27 | 90.06 | 90.89 | 89.93 | 89.44 | 90.25 | 91.05 | 90.155385 |
| 151 | 90.18 | 89.39 | 88.92 | 90.17 | 89.35 | 90.61 | 91.04 | 90.95 | 89.51 | 89.25 | 90.63 | 90.53 | 90.85 | 91.10 | 90.21 | 89.07 | 89.62 | 88.82 | 90.62 | 90.18 | 89.51 | 91.19 | 89.80 | 91.23 | 90.95 | 90.11 | 90.145769 |
| 166 | 89.98 | 90.30 | 89.93 | 89.62 | 90.44 | 89.60 | 89.62 | 90.70 | 90.94 | 90.78 | 90.18 | 90.21 | 90.59 | 88.64 | 89.30 | 91.01 | 91.36 | 90.17 | 91.03 | 89.51 | 91.63 | 91.53 | 88.77 | 90.01 | 88.57 | 89.31 | 90.143462 |
| 230 | 88.27 | 90.17 | 90.49 | 89.39 | 90.61 | 91.19 | 90.03 | 90.00 | 90.06 | 89.95 | 91.39 | 90.23 | 90.69 | 89.41 | 89.51 | 90.32 | 90.06 | 90.61 | 90.72 | 89.04 | 90.62 | 90.62 | 89.00 | 89.57 | 89.88 | 91.62 | 90.132692 |
| 229 | 88.96 | 89.56 | 89.38 | 90.83 | 90.83 | 91.15 | 90.23 | 89.94 | 89.58 | 90.15 | 90.22 | 91.35 | 90.17 | 89.68 | 90.37 | 89.93 | 89.30 | 91.01 | 90.64 | 91.73 | 88.64 | 89.66 | 89.34 | 90.32 | 90.36 | 89.81 | 90.120769 |
| 174 | 88.54 | 89.73 | 88.91 | 90.26 | 88.70 | 91.30 | 89.52 | 90.01 | 90.19 | 89.70 | 90.71 | 91.93 | 89.83 | 88.90 | 89.32 | 90.34 | 90.25 | 90.72 | 89.98 | 90.96 | 92.03 | 91.58 | 89.89 | 89.13 | 89.95 | 90.33 | 90.104231 |
| 247 | 89.88 | 90.91 | 89.13 | 89.60 | 91.11 | 90.68 | 90.91 | 89.08 | 89.13 | 87.98 | 91.94 | 89.07 | 91.60 | 90.01 | 91.65 | 89.42 | 90.32 | 90.34 | 90.55 | 90.91 | 90.08 | 90.06 | 89.02 | 90.18 | 90.00 | 88.89 | 90.094231 |
| 231 | 89.21 | 90.59 | 88.82 | 89.64 | 91.82 | 89.69 | 89.92 | 91.60 | 89.08 | 89.93 | 89.53 | 89.95 | 91.72 | 90.71 | 88.56 | 89.58 | 89.68 | 89.15 | 90.23 | 91.31 | 89.63 | 90.64 | 89.87 | 90.92 | 90.46 | 89.80 | 90.078462 |
| 255 | 89.88 | 90.55 | 90.74 | 90.14 | 90.11 | 90.59 | 89.90 | 90.28 | 90.81 | 89.60 | 90.27 | 89.98 | 91.11 | 88.76 | 88.47 | 90.01 | 90.42 | 90.66 | 90.57 | 89.97 | 90.62 | 89.80 | 90.48 | 89.65 | 88.52 | 90.03 | 90.073846 |
Model performance on validation data (Mann-Whitney U Test)
Statistical Significance:
Using the global mean maximum row as the reference, we perform the right-tailed t-test to identify significant hyperparameters.
Code
pvalues_mw = []
pvalues_real_mw = []
for _,index in enumerate(dt_valid_sub.index):
_, p_value_mw = stats.mannwhitneyu(max_row[:-1], dt_valid_sub.loc[index][:-1], alternative='greater')#, method = 'asymptotic')
pvalues_real_mw.append(p_value_mw)
pvalues_mw.append((p_value_mw >= 0.05)*1)
dt_valid_sub_mw['pvalues_mw'] = pvalues_real_mw
dt_valid_sub_mw['sig_mw'] = pvalues_mw
dt_valid_sub_mw1 = dt_valid_sub_mw.query('sig_mw == 1')
max_indexx = dt_valid_sub_mw1.iloc[:, :-3].mean().idxmax()
#print(sum(pvalues),max_indexx)| input_size | output_size | learning_rate | batch_size | alpha | margin | l1_reg | l2_reg | mAP_valid_abs_values | mAP_valid_abs_values_2 | mAP_valid_abs_values_3 | mAP_valid_abs_values_4 | mAP_valid_abs_values_5 | mAP_valid_abs_values_6 | mAP_valid_abs_values_7 | mAP_valid_abs_values_8 | mAP_valid_abs_values_9 | mAP_valid_abs_values_10 | mAP_valid_abs_values_11 | mAP_valid_abs_values_12 | mAP_valid_abs_values_13 | mAP_valid_abs_values_14 | mAP_valid_abs_values_15 | mAP_valid_abs_values_16 | mAP_valid_abs_values_17 | mAP_valid_abs_values_18 | mAP_valid_abs_values_19 | mAP_valid_abs_values_20 | mAP_valid_abs_values_21 | mAP_valid_abs_values_22 | mAP_valid_abs_values_23 | mAP_valid_abs_values_24 | mAP_valid_abs_values_25 | mAP_valid_abs_values_26 | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 245 | 372 | 56 | 0.01 | 32 | 0.00001 | 36 | 0.000000e+00 | 1.000000e-08 | 90.65 | 89.88 | 90.90 | 90.74 | 87.87 | 90.43 | 89.93 | 89.34 | 90.01 | 90.42 | 91.13 | 91.12 | 90.06 | 90.49 | 90.96 | 91.02 | 89.40 | 90.90 | 90.14 | 90.55 | 89.89 | 90.10 | 89.79 | 88.29 | 88.53 | 88.60 |
| 246 | 372 | 56 | 0.01 | 32 | 0.00001 | 36 | 1.000000e-08 | 0.000000e+00 | 88.38 | 89.89 | 89.79 | 90.29 | 88.79 | 89.35 | 90.04 | 90.37 | 90.51 | 90.51 | 90.99 | 89.98 | 91.07 | 89.21 | 90.07 | 90.57 | 90.69 | 89.36 | 89.76 | 91.02 | 89.43 | 88.87 | 90.86 | 87.98 | 90.50 | 87.03 |
| 247 | 372 | 56 | 0.01 | 32 | 0.00001 | 36 | 1.000000e-08 | 1.000000e-08 | 89.88 | 90.91 | 89.13 | 89.60 | 91.11 | 90.68 | 90.91 | 89.08 | 89.13 | 87.98 | 91.94 | 89.07 | 91.60 | 90.01 | 91.65 | 89.42 | 90.32 | 90.34 | 90.55 | 90.91 | 90.08 | 90.06 | 89.02 | 90.18 | 90.00 | 88.89 |
| 269 | 372 | 56 | 0.01 | 32 | 0.00001 | 48 | 0.000000e+00 | 1.000000e-08 | 87.83 | 91.43 | 89.28 | 88.99 | 89.67 | 90.50 | 89.64 | 91.05 | 90.18 | 88.87 | 91.75 | 90.20 | 90.46 | 90.98 | 89.68 | 89.45 | 88.72 | 89.55 | 89.94 | 90.58 | 89.85 | 90.54 | 90.22 | 88.33 | 90.34 | 91.31 |
| 150 | 372 | 56 | 0.01 | 32 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 89.48 | 89.57 | 89.63 | 89.55 | 89.95 | 90.93 | 89.72 | 91.33 | 90.48 | 90.07 | 90.91 | 90.73 | 90.75 | 90.25 | 89.57 | 90.79 | 89.68 | 90.02 | 90.48 | 90.68 | 88.81 | 89.83 | 89.22 | 89.52 | 89.24 | 88.60 |
| 151 | 372 | 56 | 0.01 | 32 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 90.18 | 89.39 | 88.92 | 90.17 | 89.35 | 90.61 | 91.04 | 90.95 | 89.51 | 89.25 | 90.63 | 90.53 | 90.85 | 91.10 | 90.21 | 89.07 | 89.62 | 88.82 | 90.62 | 90.18 | 89.51 | 91.19 | 89.80 | 91.23 | 90.95 | 90.11 |
| 174 | 372 | 56 | 0.01 | 32 | 0.00100 | 36 | 1.000000e-08 | 0.000000e+00 | 88.54 | 89.73 | 88.91 | 90.26 | 88.70 | 91.30 | 89.52 | 90.01 | 90.19 | 89.70 | 90.71 | 91.93 | 89.83 | 88.90 | 89.32 | 90.34 | 90.25 | 90.72 | 89.98 | 90.96 | 92.03 | 91.58 | 89.89 | 89.13 | 89.95 | 90.33 |
| 175 | 372 | 56 | 0.01 | 32 | 0.00100 | 36 | 1.000000e-08 | 1.000000e-08 | 89.57 | 89.09 | 89.59 | 89.60 | 89.91 | 91.28 | 88.94 | 90.41 | 89.85 | 89.80 | 91.58 | 90.58 | 91.92 | 88.74 | 89.57 | 90.22 | 90.47 | 88.65 | 90.90 | 89.88 | 87.97 | 89.85 | 90.30 | 88.65 | 91.07 | 90.31 |
| 229 | 372 | 56 | 0.01 | 48 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 88.96 | 89.56 | 89.38 | 90.83 | 90.83 | 91.15 | 90.23 | 89.94 | 89.58 | 90.15 | 90.22 | 91.35 | 90.17 | 89.68 | 90.37 | 89.93 | 89.30 | 91.01 | 90.64 | 91.73 | 88.64 | 89.66 | 89.34 | 90.32 | 90.36 | 89.81 |
| 230 | 372 | 56 | 0.01 | 48 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 88.27 | 90.17 | 90.49 | 89.39 | 90.61 | 91.19 | 90.03 | 90.00 | 90.06 | 89.95 | 91.39 | 90.23 | 90.69 | 89.41 | 89.51 | 90.32 | 90.06 | 90.61 | 90.72 | 89.04 | 90.62 | 90.62 | 89.00 | 89.57 | 89.88 | 91.62 |
| 231 | 372 | 56 | 0.01 | 48 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 89.21 | 90.59 | 88.82 | 89.64 | 91.82 | 89.69 | 89.92 | 91.60 | 89.08 | 89.93 | 89.53 | 89.95 | 91.72 | 90.71 | 88.56 | 89.58 | 89.68 | 89.15 | 90.23 | 91.31 | 89.63 | 90.64 | 89.87 | 90.92 | 90.46 | 89.80 |
| 255 | 372 | 56 | 0.01 | 48 | 0.00001 | 36 | 1.000000e-08 | 1.000000e-08 | 89.88 | 90.55 | 90.74 | 90.14 | 90.11 | 90.59 | 89.90 | 90.28 | 90.81 | 89.60 | 90.27 | 89.98 | 91.11 | 88.76 | 88.47 | 90.01 | 90.42 | 90.66 | 90.57 | 89.97 | 90.62 | 89.80 | 90.48 | 89.65 | 88.52 | 90.03 |
| 158 | 372 | 56 | 0.01 | 48 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 89.56 | 90.38 | 89.87 | 89.73 | 89.81 | 90.58 | 90.43 | 89.16 | 89.37 | 89.75 | 90.73 | 89.01 | 90.38 | 89.04 | 90.79 | 90.90 | 89.94 | 89.64 | 89.71 | 90.66 | 90.33 | 91.28 | 89.53 | 90.00 | 90.74 | 89.87 |
| 182 | 372 | 56 | 0.01 | 48 | 0.00100 | 36 | 1.000000e-08 | 0.000000e+00 | 90.44 | 89.63 | 91.12 | 89.68 | 88.67 | 90.68 | 89.91 | 90.80 | 89.24 | 90.60 | 90.72 | 90.91 | 90.99 | 90.27 | 89.14 | 90.15 | 90.18 | 89.49 | 89.16 | 90.71 | 88.92 | 90.85 | 89.80 | 89.52 | 90.88 | 88.96 |
| 183 | 372 | 56 | 0.01 | 48 | 0.00100 | 36 | 1.000000e-08 | 1.000000e-08 | 89.36 | 89.86 | 90.03 | 89.87 | 90.54 | 91.04 | 90.48 | 90.44 | 88.76 | 90.08 | 90.98 | 91.12 | 91.39 | 88.61 | 89.17 | 90.29 | 89.20 | 90.15 | 89.92 | 90.59 | 89.46 | 91.09 | 90.25 | 89.91 | 88.06 | 90.08 |
| 206 | 372 | 56 | 0.01 | 48 | 0.00100 | 48 | 1.000000e-08 | 0.000000e+00 | 89.65 | 90.65 | 90.28 | 89.42 | 88.25 | 89.33 | 89.36 | 89.87 | 90.39 | 89.32 | 89.94 | 91.30 | 90.48 | 88.50 | 90.55 | 89.76 | 89.42 | 90.40 | 90.39 | 90.03 | 90.80 | 91.27 | 88.92 | 89.12 | 90.28 | 89.85 |
| 238 | 372 | 56 | 0.01 | 64 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 89.43 | 89.92 | 89.55 | 89.00 | 90.55 | 91.01 | 91.53 | 91.10 | 89.35 | 90.20 | 90.26 | 90.79 | 90.14 | 90.91 | 89.16 | 90.05 | 90.57 | 90.21 | 90.89 | 90.87 | 91.16 | 90.66 | 90.09 | 89.93 | 90.28 | 88.96 |
| 261 | 372 | 56 | 0.01 | 64 | 0.00001 | 36 | 0.000000e+00 | 1.000000e-08 | 89.59 | 90.02 | 89.87 | 90.85 | 88.66 | 90.52 | 90.69 | 89.71 | 88.96 | 89.31 | 89.51 | 90.33 | 89.73 | 90.06 | 89.77 | 91.04 | 91.11 | 90.34 | 90.65 | 89.39 | 89.46 | 91.18 | 89.81 | 90.52 | 88.59 | 90.37 |
| 262 | 372 | 56 | 0.01 | 64 | 0.00001 | 36 | 1.000000e-08 | 0.000000e+00 | 91.16 | 89.26 | 88.83 | 89.89 | 90.08 | 90.78 | 89.35 | 89.73 | 89.98 | 91.62 | 89.97 | 90.38 | 90.00 | 91.16 | 89.59 | 88.67 | 90.72 | 89.05 | 88.86 | 90.09 | 90.04 | 91.65 | 89.27 | 89.44 | 90.37 | 90.58 |
| 263 | 372 | 56 | 0.01 | 64 | 0.00001 | 36 | 1.000000e-08 | 1.000000e-08 | 89.45 | 90.91 | 90.00 | 90.41 | 90.05 | 90.04 | 89.90 | 89.13 | 90.72 | 89.68 | 90.10 | 90.02 | 90.38 | 89.03 | 89.65 | 90.40 | 89.11 | 89.75 | 90.60 | 90.03 | 89.72 | 91.27 | 90.73 | 89.71 | 89.06 | 89.47 |
| 284 | 372 | 56 | 0.01 | 64 | 0.00001 | 48 | 0.000000e+00 | 0.000000e+00 | 91.43 | 89.27 | 90.33 | 88.79 | 90.64 | 90.58 | 88.10 | 90.59 | 89.05 | 89.77 | 89.63 | 89.77 | 90.71 | 89.79 | 89.20 | 90.71 | 89.61 | 89.95 | 89.98 | 90.96 | 91.95 | 91.72 | 88.88 | 90.65 | 89.92 | 87.50 |
| 165 | 372 | 56 | 0.01 | 64 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 88.62 | 91.02 | 88.79 | 90.07 | 89.32 | 89.41 | 90.97 | 89.29 | 90.08 | 89.53 | 90.69 | 90.32 | 90.33 | 90.68 | 89.68 | 90.73 | 90.00 | 90.15 | 90.44 | 89.21 | 90.30 | 89.79 | 88.63 | 90.31 | 90.35 | 88.92 |
| 166 | 372 | 56 | 0.01 | 64 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 89.98 | 90.30 | 89.93 | 89.62 | 90.44 | 89.60 | 89.62 | 90.70 | 90.94 | 90.78 | 90.18 | 90.21 | 90.59 | 88.64 | 89.30 | 91.01 | 91.36 | 90.17 | 91.03 | 89.51 | 91.63 | 91.53 | 88.77 | 90.01 | 88.57 | 89.31 |
| 188 | 372 | 56 | 0.01 | 64 | 0.00100 | 36 | 0.000000e+00 | 0.000000e+00 | 89.31 | 90.33 | 89.25 | 91.18 | 90.05 | 90.48 | 89.00 | 91.13 | 89.88 | 88.92 | 90.42 | 90.15 | 89.67 | 90.42 | 89.71 | 91.16 | 90.52 | 89.14 | 90.43 | 91.27 | 90.06 | 90.89 | 89.93 | 89.44 | 90.25 | 91.05 |
| 212 | 372 | 56 | 0.01 | 64 | 0.00100 | 48 | 0.000000e+00 | 0.000000e+00 | 90.55 | 90.42 | 90.03 | 88.03 | 89.73 | 90.17 | 90.56 | 90.28 | 88.80 | 87.72 | 90.28 | 91.45 | 91.10 | 90.56 | 89.28 | 90.56 | 89.22 | 90.71 | 89.73 | 91.03 | 87.99 | 90.08 | 89.32 | 90.78 | 89.64 | 88.95 |
Size of the All data: (144, 29)
Size of the Sig data: (25, 34)
Code
####################################################
# Use the hyperparameters to the test data.
####################################################
optimal_params_mw1 = dt_valid.loc[dt_valid_sub_mw1.index][['input_size', 'output_size', 'learning_rate', 'batch_size', 'alpha', 'margin', 'l1_reg', 'l2_reg']]
optimal_params_mw = optimal_params_mw1.reset_index()
optimal_params_mw.drop(['index'], axis=1, inplace = True)
#rotation invariance test data with optimal parameters
test_data_mw1 = pd.merge(optimal_params_mw, dt_test, on=['input_size', 'output_size', 'learning_rate', 'batch_size', 'alpha', 'margin', 'l1_reg', 'l2_reg'])
test_data_1_sub_mw = test_data_mw1[list(test_data_mw1.columns[test_data_mw1.columns.str.startswith('mAP_test')])]Equivalent test data
| input_size | output_size | learning_rate | batch_size | alpha | margin | l1_reg | l2_reg | mAP_test_abs_values | mAP_test_abs_values_2 | mAP_test_abs_values_3 | mAP_test_abs_values_4 | mAP_test_abs_values_5 | mAP_test_abs_values_6 | mAP_test_abs_values_7 | mAP_test_abs_values_8 | mAP_test_abs_values_9 | mAP_test_abs_values_10 | mAP_test_abs_values_11 | mAP_test_abs_values_12 | mAP_test_abs_values_13 | mAP_test_abs_values_14 | mAP_test_abs_values_15 | mAP_test_abs_values_16 | mAP_test_abs_values_17 | mAP_test_abs_values_18 | mAP_test_abs_values_19 | mAP_test_abs_values_20 | mAP_test_abs_values_21 | mAP_test_abs_values_22 | mAP_test_abs_values_23 | mAP_test_abs_values_24 | mAP_test_abs_values_25 | mAP_test_abs_values_26 | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 12 | 372 | 56 | 0.01 | 32 | 0.00001 | 36 | 0.000000e+00 | 1.000000e-08 | 91.15 | 88.83 | 90.68 | 91.13 | 90.42 | 90.34 | 91.03 | 91.11 | 93.01 | 92.27 | 91.71 | 91.43 | 91.95 | 92.75 | 90.81 | 92.66 | 92.30 | 89.84 | 92.26 | 89.08 | 91.94 | 91.08 | 91.78 | 91.88 | 90.20 | 90.67 |
| 24 | 372 | 56 | 0.01 | 32 | 0.00001 | 36 | 1.000000e-08 | 0.000000e+00 | 91.22 | 91.19 | 92.38 | 91.56 | 92.41 | 90.28 | 91.65 | 92.79 | 92.83 | 93.65 | 93.27 | 90.15 | 90.54 | 92.22 | 90.60 | 93.72 | 91.92 | 91.63 | 92.01 | 91.83 | 92.60 | 91.75 | 95.22 | 91.34 | 92.54 | 88.96 |
| 7 | 372 | 56 | 0.01 | 32 | 0.00001 | 36 | 1.000000e-08 | 1.000000e-08 | 92.69 | 90.64 | 91.59 | 91.54 | 91.25 | 92.92 | 91.70 | 93.16 | 92.39 | 90.07 | 93.85 | 92.21 | 90.22 | 94.11 | 93.63 | 90.16 | 91.15 | 91.97 | 91.72 | 90.51 | 91.22 | 92.17 | 93.18 | 92.68 | 92.08 | 91.23 |
| 18 | 372 | 56 | 0.01 | 32 | 0.00001 | 48 | 0.000000e+00 | 1.000000e-08 | 91.29 | 93.04 | 91.68 | 90.64 | 92.76 | 89.44 | 90.76 | 90.13 | 91.30 | 90.82 | 91.73 | 90.91 | 92.38 | 91.25 | 90.64 | 92.47 | 91.52 | 92.05 | 92.06 | 90.86 | 92.72 | 91.92 | 93.69 | 91.91 | 92.66 | 91.72 |
| 16 | 372 | 56 | 0.01 | 32 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 90.59 | 91.69 | 91.73 | 90.38 | 94.12 | 93.28 | 89.02 | 93.27 | 90.54 | 92.39 | 91.39 | 93.20 | 89.57 | 91.09 | 91.68 | 91.57 | 94.27 | 91.58 | 91.66 | 91.83 | 91.88 | 89.47 | 93.99 | 91.23 | 92.23 | 90.56 |
| 2 | 372 | 56 | 0.01 | 32 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 92.26 | 89.25 | 90.97 | 92.09 | 90.69 | 91.27 | 92.36 | 92.45 | 92.34 | 93.00 | 92.13 | 89.76 | 91.99 | 91.46 | 91.73 | 89.75 | 91.56 | 92.95 | 92.29 | 91.76 | 93.39 | 92.09 | 91.67 | 92.41 | 90.57 | 89.99 |
| 6 | 372 | 56 | 0.01 | 32 | 0.00100 | 36 | 1.000000e-08 | 0.000000e+00 | 88.14 | 92.19 | 91.97 | 91.48 | 91.94 | 91.17 | 92.52 | 89.79 | 90.87 | 92.43 | 92.04 | 90.12 | 91.08 | 89.65 | 92.10 | 92.37 | 94.23 | 91.78 | 93.84 | 90.78 | 94.10 | 91.38 | 94.07 | 93.50 | 91.32 | 91.95 |
| 20 | 372 | 56 | 0.01 | 32 | 0.00100 | 36 | 1.000000e-08 | 1.000000e-08 | 92.00 | 91.99 | 93.09 | 91.87 | 92.74 | 91.61 | 91.54 | 93.15 | 91.87 | 93.24 | 93.92 | 91.84 | 91.98 | 91.57 | 90.22 | 91.56 | 91.72 | 91.39 | 92.96 | 93.08 | 91.17 | 91.66 | 93.51 | 92.59 | 90.88 | 89.50 |
| 5 | 372 | 56 | 0.01 | 48 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 91.83 | 92.54 | 89.67 | 91.01 | 92.71 | 91.55 | 90.98 | 88.86 | 90.79 | 92.29 | 92.82 | 93.30 | 89.96 | 89.99 | 91.23 | 89.28 | 91.17 | 92.31 | 91.59 | 91.30 | 93.84 | 91.39 | 93.09 | 93.34 | 92.52 | 92.21 |
| 4 | 372 | 56 | 0.01 | 48 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 91.20 | 90.37 | 93.37 | 92.12 | 92.48 | 92.02 | 93.37 | 92.73 | 91.22 | 91.80 | 92.84 | 91.63 | 91.60 | 92.74 | 91.12 | 91.80 | 91.78 | 91.91 | 92.25 | 91.86 | 94.31 | 93.70 | 92.36 | 92.11 | 92.31 | 92.53 |
| 8 | 372 | 56 | 0.01 | 48 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 94.07 | 91.40 | 92.73 | 91.38 | 91.71 | 92.09 | 92.34 | 91.16 | 91.66 | 91.20 | 91.27 | 90.71 | 91.25 | 93.15 | 90.13 | 92.04 | 93.19 | 92.50 | 91.28 | 92.34 | 92.96 | 91.64 | 93.48 | 92.96 | 91.81 | 90.37 |
| 9 | 372 | 56 | 0.01 | 48 | 0.00001 | 36 | 1.000000e-08 | 1.000000e-08 | 91.94 | 92.07 | 93.56 | 92.93 | 93.39 | 90.31 | 91.55 | 91.97 | 92.47 | 91.96 | 92.04 | 92.27 | 91.14 | 89.94 | 90.62 | 90.37 | 90.82 | 92.19 | 93.58 | 90.81 | 91.56 | 92.07 | 93.63 | 92.68 | 92.36 | 92.84 |
| 11 | 372 | 56 | 0.01 | 48 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 90.85 | 91.51 | 91.59 | 93.04 | 90.10 | 92.45 | 91.07 | 93.01 | 92.22 | 91.26 | 93.32 | 92.31 | 92.23 | 89.90 | 90.54 | 89.94 | 92.44 | 91.43 | 93.07 | 91.07 | 91.28 | 91.49 | 91.99 | 92.89 | 91.71 | 92.19 |
| 10 | 372 | 56 | 0.01 | 48 | 0.00100 | 36 | 1.000000e-08 | 0.000000e+00 | 91.91 | 94.35 | 90.40 | 91.72 | 94.69 | 91.57 | 90.58 | 90.91 | 92.07 | 90.92 | 91.52 | 90.33 | 91.00 | 92.63 | 91.04 | 90.70 | 92.14 | 91.81 | 92.96 | 92.43 | 93.24 | 91.59 | 93.17 | 91.79 | 93.31 | 91.60 |
| 13 | 372 | 56 | 0.01 | 48 | 0.00100 | 36 | 1.000000e-08 | 1.000000e-08 | 92.74 | 90.82 | 92.41 | 93.45 | 93.81 | 91.77 | 92.06 | 91.89 | 92.04 | 90.88 | 93.07 | 91.91 | 91.84 | 91.70 | 91.09 | 92.32 | 92.79 | 94.38 | 91.26 | 91.48 | 91.49 | 91.59 | 93.45 | 91.64 | 92.78 | 93.29 |
| 22 | 372 | 56 | 0.01 | 48 | 0.00100 | 48 | 1.000000e-08 | 0.000000e+00 | 92.49 | 94.05 | 93.46 | 90.63 | 91.95 | 91.40 | 92.09 | 92.37 | 91.96 | 91.36 | 92.01 | 92.19 | 93.72 | 91.58 | 92.08 | 92.95 | 92.26 | 91.39 | 90.87 | 91.73 | 92.59 | 92.24 | 93.38 | 92.11 | 91.00 | 92.08 |
| 0 | 372 | 56 | 0.01 | 64 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 92.45 | 92.67 | 92.09 | 91.18 | 92.23 | 90.87 | 91.33 | 92.51 | 92.68 | 92.74 | 91.51 | 91.86 | 92.61 | 92.04 | 92.83 | 91.75 | 91.51 | 91.91 | 94.42 | 93.71 | 93.41 | 92.76 | 93.12 | 90.79 | 93.11 | 90.28 |
| 15 | 372 | 56 | 0.01 | 64 | 0.00001 | 36 | 0.000000e+00 | 1.000000e-08 | 90.90 | 92.85 | 93.45 | 91.62 | 93.01 | 92.24 | 91.49 | 90.72 | 91.72 | 93.18 | 92.92 | 92.20 | 92.73 | 90.72 | 91.43 | 92.06 | 92.77 | 91.99 | 94.10 | 92.27 | 93.29 | 93.08 | 93.96 | 93.65 | 92.49 | 91.26 |
| 14 | 372 | 56 | 0.01 | 64 | 0.00001 | 36 | 1.000000e-08 | 0.000000e+00 | 92.24 | 91.81 | 90.90 | 91.78 | 92.12 | 91.44 | 91.57 | 92.57 | 92.78 | 91.97 | 94.01 | 92.00 | 91.55 | 92.68 | 91.37 | 93.69 | 91.94 | 91.92 | 93.94 | 91.86 | 93.54 | 94.25 | 94.16 | 92.11 | 92.92 | 92.38 |
| 19 | 372 | 56 | 0.01 | 64 | 0.00001 | 36 | 1.000000e-08 | 1.000000e-08 | 90.61 | 91.96 | 91.51 | 92.02 | 90.12 | 93.30 | 90.28 | 92.67 | 91.82 | 91.90 | 91.36 | 90.28 | 92.83 | 92.71 | 90.92 | 89.09 | 92.51 | 91.53 | 92.83 | 91.52 | 92.73 | 93.81 | 94.19 | 93.01 | 92.07 | 92.61 |
| 17 | 372 | 56 | 0.01 | 64 | 0.00001 | 48 | 0.000000e+00 | 0.000000e+00 | 91.80 | 91.80 | 93.01 | 92.39 | 92.81 | 93.08 | 92.36 | 91.82 | 90.32 | 92.90 | 90.62 | 93.10 | 92.91 | 92.58 | 90.39 | 92.18 | 94.30 | 92.69 | 93.92 | 92.35 | 93.08 | 92.95 | 94.18 | 93.09 | 92.37 | 92.43 |
| 21 | 372 | 56 | 0.01 | 64 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 87.83 | 92.78 | 90.58 | 93.49 | 91.08 | 90.19 | 92.23 | 91.54 | 91.53 | 88.86 | 92.25 | 91.83 | 91.28 | 89.71 | 92.02 | 92.30 | 92.51 | 92.95 | 94.07 | 92.19 | 91.98 | 93.54 | 93.23 | 92.70 | 92.92 | 92.74 |
| 3 | 372 | 56 | 0.01 | 64 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 92.53 | 92.19 | 93.48 | 90.37 | 91.88 | 89.89 | 93.53 | 90.28 | 92.33 | 92.53 | 93.01 | 92.06 | 91.74 | 92.05 | 89.47 | 92.37 | 94.25 | 89.92 | 92.48 | 93.24 | 94.00 | 92.49 | 92.76 | 91.80 | 91.03 | 91.00 |
| 1 | 372 | 56 | 0.01 | 64 | 0.00100 | 36 | 0.000000e+00 | 0.000000e+00 | 92.74 | 91.68 | 93.17 | 93.69 | 92.87 | 93.23 | 90.45 | 92.48 | 91.56 | 89.15 | 93.02 | 91.07 | 91.39 | 93.88 | 92.20 | 93.90 | 92.89 | 90.59 | 92.96 | 92.64 | 92.65 | 93.49 | 94.55 | 92.85 | 92.61 | 91.34 |
| 23 | 372 | 56 | 0.01 | 64 | 0.00100 | 48 | 0.000000e+00 | 0.000000e+00 | 92.84 | 93.27 | 92.40 | 90.57 | 90.67 | 90.90 | 92.79 | 90.63 | 91.26 | 92.32 | 93.17 | 91.57 | 92.07 | 92.06 | 89.16 | 93.05 | 92.00 | 90.62 | 92.95 | 92.37 | 94.08 | 93.37 | 93.20 | 92.62 | 92.40 | 92.52 |
Size of the test data: (25, 34)
Average & Std Deviation of the Significant rows:
| mean | std | |
|---|---|---|
| mAP_valid_abs_values_13 | 90.6448 | 0.613244 |
| mAP_valid_abs_values_22 | 90.6400 | 0.756164 |
| mAP_valid_abs_values_11 | 90.5784 | 0.659966 |
| mAP_valid_abs_values_6 | 90.4768 | 0.602707 |
| mAP_valid_abs_values_12 | 90.4564 | 0.697029 |
| mAP_valid_abs_values_20 | 90.4464 | 0.691441 |
| mAP_valid_abs_values_19 | 90.2528 | 0.534310 |
| mAP_valid_abs_values_8 | 90.2516 | 0.730238 |
| mAP_valid_abs_values_16 | 90.2460 | 0.649731 |
| mAP_valid_abs_values_2 | 90.1092 | 0.611929 |
| mAP_valid_abs_values_7 | 89.9888 | 0.753787 |
| mAP_valid_abs_values_17 | 89.9828 | 0.665598 |
| mAP_valid_abs_values_18 | 89.9576 | 0.669927 |
| mAP_valid_abs_values_21 | 89.9560 | 1.070202 |
| mAP_valid_abs_values_25 | 89.8716 | 0.863731 |
| mAP_valid_abs_values_14 | 89.8364 | 0.886444 |
| mAP_valid_abs_values_4 | 89.8296 | 0.709257 |
| mAP_valid_abs_values_5 | 89.8204 | 0.945412 |
| mAP_valid_abs_values_9 | 89.7964 | 0.650602 |
| mAP_valid_abs_values_10 | 89.7404 | 0.826072 |
| mAP_valid_abs_values_3 | 89.7384 | 0.668417 |
| mAP_valid_abs_values_24 | 89.7244 | 0.832477 |
| mAP_valid_abs_values_15 | 89.7172 | 0.726261 |
| mAP_valid_abs_values_23 | 89.6688 | 0.618966 |
| mAP_valid_abs_values_26 | 89.6124 | 1.078434 |
| mAP_valid_abs_values | 89.5744 | 0.874710 |
We then apply the hyperparameters to the test set and average the results.
Code
####################################################
# Use the hyperparameters to the test data.
####################################################
optimal_params = dt_valid.loc[dt_valid_sub_mw1.index][['input_size', 'output_size', 'learning_rate', 'batch_size', 'alpha', 'margin', 'l1_reg', 'l2_reg']].reset_index()
optimal_params.drop(['index'], axis=1, inplace = True)
optimal_params.to_csv('optimal_params_56bit.csv',index=False)
#rotation invariance test data with optimal parameters
test_data_1 = pd.merge(optimal_params, dt_test, how='left')
test_data_1_sub = test_data_1[list(test_data_1.columns[test_data_1.columns.str.startswith('mAP_test')])]
test_data_1['average_map'] = test_data_1_sub.apply(np.mean, axis=1)
test_data_1.sort_values(by=['average_map'], ascending= False,inplace=True)| mean | std | |
|---|---|---|
| mAP_test_abs_values_23 | 93.400400 | 0.845461 |
| mAP_test_abs_values_21 | 92.762000 | 0.978800 |
| mAP_test_abs_values_19 | 92.693200 | 1.010869 |
| mAP_test_abs_values_11 | 92.432000 | 0.925711 |
| mAP_test_abs_values_17 | 92.397600 | 1.009271 |
| mAP_test_abs_values_24 | 92.387200 | 0.728723 |
| mAP_test_abs_values_22 | 92.278800 | 1.073434 |
| mAP_test_abs_values_5 | 92.158400 | 1.215849 |
| mAP_test_abs_values_25 | 92.088000 | 0.824500 |
| mAP_test_abs_values_3 | 92.074800 | 1.117229 |
| average_map | 91.983815 | 0.305684 |
| mAP_test_abs_values_2 | 91.877600 | 1.278610 |
| mAP_test_abs_values_9 | 91.823200 | 0.726038 |
| mAP_test_abs_values_18 | 91.809200 | 0.957775 |
| mAP_test_abs_values_10 | 91.803600 | 1.209218 |
| mAP_test_abs_values_20 | 91.796000 | 0.972540 |
| mAP_test_abs_values_14 | 91.766400 | 1.259017 |
| mAP_test_abs_values_4 | 91.763200 | 0.972723 |
| mAP_test_abs_values_16 | 91.762000 | 1.362593 |
| mAP_test_abs_values_8 | 91.758800 | 1.194858 |
| mAP_test_abs_values_13 | 91.662400 | 0.970340 |
| mAP_test_abs_values_7 | 91.626000 | 1.004507 |
| mAP_test_abs_values | 91.612400 | 1.368568 |
| mAP_test_abs_values_12 | 91.609600 | 0.978738 |
| mAP_test_abs_values_6 | 91.544400 | 1.113553 |
| mAP_test_abs_values_26 | 91.530000 | 1.128062 |
| mAP_test_abs_values_15 | 91.162000 | 1.000262 |
Code
def extract_number(text):
if isinstance(text, str):
matches = re.findall(r'\d+', text)
return int(matches[0]) if matches else 1
return 1
res_valid_mwu_56['id'] = res_valid_mwu_56.index.to_series().apply(extract_number)
res_test_mwu_56['id'] = res_test_mwu_56.index.to_series().apply(extract_number)
res_comb = pd.concat([res_valid_mwu_56,res_test_mwu_56])
index_series = res_comb.index.to_series()
res_comb['type'] = np.where(
index_series.str.contains('valid', case=False), 'valid',
np.where(index_series.str.contains('test', case=False), 'test', 'unknown')
)
res_comb = res_comb.query("type !='unknown'")
res_comb = res_comb.reset_index(drop=True)
res_test_mwu_56 = res_test_mwu_56.sort_values(by=['id']).reset_index().query("index !='average_map'")
res_valid_mwu_56 = res_valid_mwu_56.reset_index(drop=True)
res_valid_mwu_56.columns = ['valid_score', 'std', 'id']
res_valid_mwu_56 = res_valid_mwu_56[['valid_score', 'id']]
res_test_mwu_56.columns = ['label2', 'test_score', 'std', 'id']
res_test_mwu_56 = res_test_mwu_56[['test_score', 'id']]
result_merged_mwu_56 = pd.merge(res_valid_mwu_56,res_test_mwu_56,on='id')
result_merged_mwu_56.sort_values(by=['valid_score'], ascending=False,inplace=True)
result_merged_mwu_56 = result_merged_mwu_56[['id','valid_score','test_score']]
html_table = result_merged_mwu_56.to_html(index=True)
# Wrap in a scrollable div
scrollable_table = f"""
<div style="height: 500px; width: 100%; overflow-x: auto; overflow-y: auto;">
{html_table}
</div>
"""
# Display the scrollable table
display(HTML(scrollable_table))| id | valid_score | test_score | |
|---|---|---|---|
| 0 | 13 | 90.6448 | 91.6624 |
| 1 | 22 | 90.6400 | 92.2788 |
| 2 | 11 | 90.5784 | 92.4320 |
| 3 | 6 | 90.4768 | 91.5444 |
| 4 | 12 | 90.4564 | 91.6096 |
| 5 | 20 | 90.4464 | 91.7960 |
| 6 | 19 | 90.2528 | 92.6932 |
| 7 | 8 | 90.2516 | 91.7588 |
| 8 | 16 | 90.2460 | 91.7620 |
| 9 | 2 | 90.1092 | 91.8776 |
| 10 | 7 | 89.9888 | 91.6260 |
| 11 | 17 | 89.9828 | 92.3976 |
| 12 | 18 | 89.9576 | 91.8092 |
| 13 | 21 | 89.9560 | 92.7620 |
| 14 | 25 | 89.8716 | 92.0880 |
| 15 | 14 | 89.8364 | 91.7664 |
| 16 | 4 | 89.8296 | 91.7632 |
| 17 | 5 | 89.8204 | 92.1584 |
| 18 | 9 | 89.7964 | 91.8232 |
| 19 | 10 | 89.7404 | 91.8036 |
| 20 | 3 | 89.7384 | 92.0748 |
| 21 | 24 | 89.7244 | 92.3872 |
| 22 | 15 | 89.7172 | 91.1620 |
| 23 | 23 | 89.6688 | 93.4004 |
| 24 | 26 | 89.6124 | 91.5300 |
| 25 | 1 | 89.5744 | 91.6124 |
Code
#%%
layer_vsn = 'v3_layers_64_72'
dt_valid = pd.read_csv(f"descriptors_tain_valid_test/v3_layers/merged_validation_runs_wide_format_abs_13062024_{layer_vsn}.csv")
dt_test = pd.read_csv(f"descriptors_tain_valid_test/v3_layers/merged_test_runs_wide_format_abs_13062024_{layer_vsn}.csv")
output_size = 64
query = (
"output_size == @output_size "
)
dt_valid = dt_valid.query(query)
dt_test = dt_test.query(query)| input_size | output_size | learning_rate | batch_size | alpha | margin | l1_reg | l2_reg | mAP_valid_abs_values | mAP_valid_abs_values_2 | mAP_valid_abs_values_3 | mAP_valid_abs_values_4 | mAP_valid_abs_values_5 | mAP_valid_abs_values_6 | mAP_valid_abs_values_7 | mAP_valid_abs_values_8 | mAP_valid_abs_values_9 | mAP_valid_abs_values_10 | mAP_valid_abs_values_11 | mAP_valid_abs_values_12 | mAP_valid_abs_values_13 | mAP_valid_abs_values_14 | mAP_valid_abs_values_15 | mAP_valid_abs_values_16 | mAP_valid_abs_values_17 | mAP_valid_abs_values_18 | mAP_valid_abs_values_19 | mAP_valid_abs_values_20 | mAP_valid_abs_values_21 | mAP_valid_abs_values_22 | mAP_valid_abs_values_23 | mAP_valid_abs_values_24 | mAP_valid_abs_values_25 | mAP_valid_abs_values_26 | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 372 | 64 | 0.10 | 32 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 86.41 | 87.30 | 83.35 | 86.68 | 86.59 | 87.54 | 86.07 | 87.26 | 88.41 | 86.56 | 88.87 | 88.53 | 88.17 | 86.74 | 87.25 | 88.43 | 88.78 | 88.44 | 88.64 | 88.55 | 87.58 | 87.89 | 88.16 | 87.34 | 87.57 | 87.75 |
| 1 | 372 | 64 | 0.10 | 32 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 86.78 | 87.12 | 87.24 | 87.78 | 87.22 | 88.54 | 87.19 | 88.51 | 89.47 | 87.04 | 88.78 | 88.44 | 88.05 | 89.38 | 87.17 | 87.44 | 89.73 | 90.05 | 88.77 | 89.51 | 88.29 | 87.49 | 88.81 | 87.41 | 87.97 | 88.60 |
| 2 | 372 | 64 | 0.10 | 32 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 87.01 | 86.11 | 87.56 | 88.05 | 87.11 | 88.95 | 88.08 | 87.77 | 87.77 | 88.54 | 88.88 | 88.68 | 88.43 | 86.50 | 88.58 | 88.32 | 88.84 | 88.28 | 88.71 | 88.94 | 89.18 | 87.90 | 89.10 | 88.32 | 89.94 | 88.16 |
| 3 | 372 | 64 | 0.10 | 32 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 87.28 | 88.12 | 87.21 | 89.58 | 88.15 | 89.03 | 87.90 | 42.66 | 89.37 | 89.98 | 88.96 | 88.76 | 89.45 | 87.63 | 89.44 | 89.14 | 88.81 | 89.16 | 88.01 | 89.85 | 89.76 | 87.73 | 86.45 | 90.35 | 88.28 | 87.12 |
| 8 | 372 | 64 | 0.10 | 48 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 87.82 | 86.74 | 84.77 | 86.75 | 87.81 | 87.60 | 87.00 | 85.59 | 87.76 | 86.92 | 87.55 | 88.61 | 87.55 | 89.30 | 89.81 | 88.03 | 87.67 | 91.10 | 87.74 | 88.49 | 86.97 | 86.92 | 89.64 | 88.41 | 88.57 | 88.05 |
| 9 | 372 | 64 | 0.10 | 48 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 87.99 | 88.01 | 87.53 | 88.92 | 88.75 | 90.50 | 88.24 | 89.29 | 88.67 | 88.81 | 89.36 | 88.82 | 88.40 | 88.86 | 89.65 | 90.67 | 89.99 | 87.45 | 88.23 | 88.39 | 88.57 | 88.32 | 88.23 | 88.73 | 88.06 | 89.45 |
| 10 | 372 | 64 | 0.10 | 48 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 89.24 | 88.00 | 84.50 | 89.25 | 87.86 | 87.81 | 89.11 | 89.56 | 87.24 | 89.07 | 88.90 | 89.96 | 88.26 | 89.28 | 88.68 | 88.61 | 88.35 | 88.54 | 88.28 | 89.25 | 88.76 | 88.35 | 87.43 | 88.12 | 88.29 | 90.49 |
| 11 | 372 | 64 | 0.10 | 48 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 88.46 | 89.99 | 85.96 | 86.85 | 89.95 | 88.72 | 87.77 | 90.24 | 88.91 | 87.26 | 88.33 | 88.85 | 88.24 | 89.28 | 87.93 | 89.73 | 87.76 | 87.45 | 88.67 | 89.22 | 88.30 | 88.61 | 87.49 | 88.95 | 88.43 | 87.73 |
| 16 | 372 | 64 | 0.10 | 64 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 87.12 | 87.32 | 87.14 | 87.89 | 87.68 | 87.89 | 86.95 | 87.41 | 88.38 | 87.11 | 87.87 | 88.66 | 87.98 | 89.94 | 87.10 | 86.30 | 88.35 | 89.03 | 87.69 | 86.69 | 88.72 | 82.38 | 87.27 | 87.47 | 88.84 | 86.59 |
| 17 | 372 | 64 | 0.10 | 64 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 87.67 | 89.29 | 86.54 | 88.75 | 88.34 | 87.78 | 86.10 | 87.88 | 88.72 | 90.43 | 87.77 | 90.29 | 88.95 | 89.61 | 87.20 | 88.46 | 87.54 | 89.58 | 87.94 | 88.38 | 88.11 | 87.01 | 89.52 | 88.88 | 89.17 | 87.28 |
| 18 | 372 | 64 | 0.10 | 64 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 87.41 | 89.89 | 87.27 | 86.58 | 88.02 | 87.68 | 88.62 | 88.63 | 89.37 | 87.95 | 87.68 | 90.22 | 87.49 | 89.08 | 88.84 | 88.35 | 90.19 | 89.67 | 87.90 | 91.02 | 89.27 | 87.73 | 88.58 | 88.62 | 87.03 | 88.90 |
| 19 | 372 | 64 | 0.10 | 64 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 86.19 | 89.18 | 89.80 | 88.47 | 89.57 | 88.07 | 87.84 | 88.33 | 88.31 | 89.44 | 90.81 | 89.91 | 88.97 | 88.47 | 88.82 | 90.15 | 89.45 | 89.85 | 88.96 | 88.89 | 90.20 | 89.25 | 86.78 | 89.18 | 89.74 | 87.14 |
| 24 | 372 | 64 | 0.10 | 32 | 0.00100 | 36 | 0.000000e+00 | 0.000000e+00 | 87.64 | 89.04 | 87.28 | 88.81 | 87.13 | 87.85 | 87.06 | 88.23 | 87.92 | 88.41 | 87.08 | 90.26 | 88.03 | 89.64 | 88.97 | 88.16 | 88.42 | 88.25 | 87.23 | 88.86 | 88.43 | 89.31 | 88.94 | 87.97 | 89.32 | 87.93 |
| 25 | 372 | 64 | 0.10 | 32 | 0.00100 | 36 | 0.000000e+00 | 1.000000e-08 | 87.99 | 88.90 | 88.47 | 89.05 | 88.04 | 88.29 | 89.48 | 89.23 | 89.39 | 89.56 | 88.75 | 88.81 | 88.57 | 88.81 | 88.67 | 89.98 | 89.62 | 89.84 | 90.10 | 89.12 | 88.27 | 88.60 | 90.17 | 89.67 | 87.93 | 88.77 |
| 26 | 372 | 64 | 0.10 | 32 | 0.00100 | 36 | 1.000000e-08 | 0.000000e+00 | 86.69 | 89.50 | 88.37 | 89.32 | 87.22 | 87.95 | 88.85 | 88.68 | 88.29 | 89.99 | 90.51 | 89.19 | 89.88 | 87.37 | 87.54 | 89.66 | 89.61 | 86.61 | 88.30 | 89.35 | 89.24 | 89.09 | 87.16 | 89.20 | 89.71 | 89.32 |
| 27 | 372 | 64 | 0.10 | 32 | 0.00100 | 36 | 1.000000e-08 | 1.000000e-08 | 89.13 | 88.72 | 87.04 | 89.81 | 88.54 | 88.83 | 88.78 | 88.84 | 88.52 | 90.11 | 88.14 | 89.25 | 89.03 | 88.56 | 89.69 | 89.33 | 88.21 | 88.67 | 88.51 | 90.46 | 88.32 | 88.25 | 88.51 | 87.60 | 89.59 | 87.97 |
| 32 | 372 | 64 | 0.10 | 48 | 0.00100 | 36 | 0.000000e+00 | 0.000000e+00 | 86.56 | 88.20 | 87.32 | 88.77 | 88.17 | 88.24 | 88.54 | 89.90 | 86.75 | 89.03 | 88.12 | 89.21 | 88.85 | 88.40 | 88.22 | 88.03 | 90.30 | 89.89 | 89.25 | 87.80 | 89.21 | 90.05 | 88.59 | 88.41 | 87.21 | 89.28 |
| 33 | 372 | 64 | 0.10 | 48 | 0.00100 | 36 | 0.000000e+00 | 1.000000e-08 | 87.64 | 89.43 | 89.16 | 88.11 | 87.55 | 88.82 | 90.57 | 87.71 | 89.42 | 89.26 | 87.73 | 90.34 | 89.38 | 88.59 | 89.43 | 88.65 | 89.60 | 87.63 | 89.76 | 88.24 | 90.06 | 89.24 | 87.62 | 88.78 | 87.89 | 88.68 |
| 34 | 372 | 64 | 0.10 | 48 | 0.00100 | 36 | 1.000000e-08 | 0.000000e+00 | 42.66 | 88.29 | 88.65 | 88.35 | 89.39 | 89.56 | 89.30 | 90.25 | 88.24 | 86.99 | 88.38 | 88.39 | 89.52 | 88.30 | 88.59 | 89.34 | 88.15 | 88.86 | 89.35 | 88.43 | 88.66 | 88.18 | 89.09 | 87.22 | 89.43 | 88.18 |
| 35 | 372 | 64 | 0.10 | 48 | 0.00100 | 36 | 1.000000e-08 | 1.000000e-08 | 87.51 | 89.59 | 88.26 | 88.83 | 89.45 | 87.95 | 88.90 | 89.74 | 88.38 | 89.28 | 89.60 | 88.98 | 87.61 | 89.11 | 87.59 | 88.08 | 90.10 | 88.72 | 86.99 | 89.46 | 89.05 | 89.67 | 89.64 | 87.85 | 89.78 | 88.99 |
| 40 | 372 | 64 | 0.10 | 64 | 0.00100 | 36 | 0.000000e+00 | 0.000000e+00 | 85.13 | 86.09 | 87.93 | 87.70 | 88.99 | 88.51 | 87.51 | 86.27 | 87.11 | 86.99 | 87.75 | 87.93 | 85.79 | 87.14 | 88.39 | 89.04 | 87.75 | 87.28 | 88.20 | 89.38 | 87.41 | 89.32 | 87.99 | 88.61 | 88.09 | 88.55 |
| 41 | 372 | 64 | 0.10 | 64 | 0.00100 | 36 | 0.000000e+00 | 1.000000e-08 | 88.11 | 89.40 | 87.53 | 88.71 | 88.45 | 88.88 | 86.85 | 88.73 | 90.08 | 90.70 | 89.21 | 89.29 | 88.91 | 89.87 | 90.30 | 87.92 | 89.26 | 88.60 | 89.93 | 90.63 | 88.89 | 90.22 | 88.23 | 88.62 | 88.90 | 89.33 |
| 42 | 372 | 64 | 0.10 | 64 | 0.00100 | 36 | 1.000000e-08 | 0.000000e+00 | 88.09 | 88.35 | 88.78 | 89.20 | 89.57 | 89.97 | 89.51 | 89.43 | 88.76 | 89.80 | 90.34 | 89.25 | 89.32 | 88.64 | 88.12 | 89.00 | 89.05 | 85.05 | 88.55 | 88.48 | 88.47 | 88.17 | 87.79 | 88.00 | 88.96 | 88.92 |
| 43 | 372 | 64 | 0.10 | 64 | 0.00100 | 36 | 1.000000e-08 | 1.000000e-08 | 89.04 | 88.31 | 89.93 | 89.39 | 88.40 | 90.12 | 87.75 | 89.28 | 88.02 | 87.28 | 89.62 | 89.26 | 89.04 | 88.66 | 89.21 | 88.19 | 87.93 | 88.02 | 90.66 | 87.47 | 88.39 | 90.25 | 88.45 | 88.74 | 90.19 | 90.02 |
| 48 | 372 | 64 | 0.10 | 32 | 0.00100 | 48 | 0.000000e+00 | 0.000000e+00 | 87.19 | 87.86 | 88.32 | 87.49 | 88.38 | 88.17 | 88.30 | 88.37 | 87.19 | 88.41 | 88.50 | 89.38 | 89.49 | 88.89 | 88.97 | 88.45 | 87.44 | 87.56 | 89.43 | 88.29 | 88.14 | 87.91 | 87.54 | 88.30 | 89.74 | 88.82 |
| 49 | 372 | 64 | 0.10 | 32 | 0.00100 | 48 | 0.000000e+00 | 1.000000e-08 | 87.68 | 89.12 | 88.20 | 88.83 | 89.03 | 88.74 | 87.68 | 89.60 | 87.67 | 87.32 | 88.96 | 89.76 | 90.01 | 88.40 | 89.64 | 90.05 | 90.73 | 88.74 | 89.79 | 87.32 | 90.74 | 88.77 | 88.36 | 87.94 | 88.62 | 87.89 |
| 50 | 372 | 64 | 0.10 | 32 | 0.00100 | 48 | 1.000000e-08 | 0.000000e+00 | 87.00 | 89.13 | 88.08 | 87.54 | 86.44 | 88.59 | 88.07 | 88.81 | 88.93 | 88.77 | 89.57 | 89.90 | 89.72 | 90.72 | 88.11 | 88.99 | 89.42 | 89.62 | 90.16 | 90.27 | 88.97 | 88.58 | 89.52 | 87.70 | 90.14 | 89.63 |
| 51 | 372 | 64 | 0.10 | 32 | 0.00100 | 48 | 1.000000e-08 | 1.000000e-08 | 88.31 | 88.94 | 88.98 | 87.48 | 90.46 | 89.25 | 90.09 | 90.27 | 86.89 | 87.48 | 88.29 | 89.31 | 90.43 | 88.25 | 88.24 | 89.58 | 89.35 | 88.89 | 88.82 | 89.96 | 88.69 | 89.45 | 88.28 | 87.63 | 88.77 | 88.63 |
| 56 | 372 | 64 | 0.10 | 48 | 0.00100 | 48 | 0.000000e+00 | 0.000000e+00 | 88.50 | 88.43 | 88.46 | 88.47 | 87.72 | 88.30 | 89.05 | 88.54 | 88.04 | 87.55 | 88.37 | 89.05 | 85.91 | 88.12 | 88.71 | 88.31 | 87.21 | 86.73 | 89.90 | 88.73 | 89.00 | 87.99 | 87.88 | 87.64 | 88.58 | 88.71 |
| 57 | 372 | 64 | 0.10 | 48 | 0.00100 | 48 | 0.000000e+00 | 1.000000e-08 | 88.21 | 85.80 | 88.27 | 88.54 | 88.19 | 88.52 | 89.22 | 89.58 | 88.08 | 88.09 | 88.84 | 89.74 | 89.92 | 89.85 | 86.47 | 88.37 | 89.99 | 88.35 | 88.92 | 89.04 | 88.12 | 88.52 | 87.88 | 87.85 | 90.75 | 89.14 |
| 58 | 372 | 64 | 0.10 | 48 | 0.00100 | 48 | 1.000000e-08 | 0.000000e+00 | 87.63 | 88.96 | 88.27 | 89.14 | 88.41 | 88.90 | 88.00 | 88.63 | 89.37 | 87.66 | 89.38 | 89.49 | 90.18 | 89.08 | 88.15 | 89.91 | 88.95 | 87.60 | 88.38 | 89.08 | 87.32 | 88.27 | 87.72 | 88.23 | 88.78 | 42.66 |
| 59 | 372 | 64 | 0.10 | 48 | 0.00100 | 48 | 1.000000e-08 | 1.000000e-08 | 87.12 | 87.98 | 90.26 | 87.79 | 87.09 | 88.42 | 89.90 | 90.48 | 89.10 | 87.96 | 88.77 | 89.34 | 90.75 | 89.52 | 88.67 | 89.05 | 89.14 | 88.78 | 88.04 | 90.83 | 87.72 | 88.09 | 89.07 | 89.95 | 89.67 | 88.07 |
| 64 | 372 | 64 | 0.10 | 64 | 0.00100 | 48 | 0.000000e+00 | 0.000000e+00 | 86.94 | 88.26 | 87.23 | 87.30 | 89.09 | 88.74 | 87.81 | 88.57 | 90.56 | 89.54 | 89.03 | 87.69 | 88.52 | 88.47 | 87.44 | 89.27 | 88.90 | 88.25 | 89.33 | 90.81 | 88.59 | 89.89 | 87.65 | 87.95 | 89.27 | 88.05 |
| 65 | 372 | 64 | 0.10 | 64 | 0.00100 | 48 | 0.000000e+00 | 1.000000e-08 | 88.35 | 88.54 | 86.93 | 88.34 | 89.14 | 87.37 | 88.74 | 87.04 | 89.25 | 88.64 | 87.89 | 88.94 | 86.79 | 89.40 | 90.42 | 89.40 | 88.57 | 88.74 | 87.35 | 87.47 | 88.45 | 87.99 | 87.71 | 85.99 | 87.86 | 87.66 |
| 66 | 372 | 64 | 0.10 | 64 | 0.00100 | 48 | 1.000000e-08 | 0.000000e+00 | 86.94 | 89.82 | 86.50 | 89.04 | 89.25 | 89.57 | 87.34 | 89.16 | 88.89 | 86.65 | 88.86 | 88.71 | 90.16 | 89.88 | 87.15 | 89.11 | 88.49 | 89.26 | 87.78 | 89.26 | 88.07 | 87.34 | 87.89 | 88.50 | 91.42 | 89.96 |
| 67 | 372 | 64 | 0.10 | 64 | 0.00100 | 48 | 1.000000e-08 | 1.000000e-08 | 87.43 | 88.02 | 87.14 | 87.49 | 88.73 | 89.36 | 88.84 | 88.89 | 88.75 | 89.56 | 89.09 | 89.79 | 89.26 | 89.19 | 88.34 | 88.84 | 89.55 | 88.32 | 87.48 | 89.06 | 87.47 | 87.53 | 87.54 | 88.98 | 88.40 | 86.79 |
| 72 | 372 | 64 | 0.10 | 32 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 85.59 | 85.96 | 87.37 | 85.92 | 87.71 | 87.36 | 87.60 | 88.36 | 87.42 | 88.28 | 88.08 | 88.40 | 88.30 | 86.81 | 88.78 | 88.18 | 88.81 | 88.88 | 88.42 | 89.64 | 87.44 | 87.85 | 88.50 | 88.58 | 87.95 | 88.17 |
| 73 | 372 | 64 | 0.10 | 32 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 87.55 | 86.73 | 87.31 | 87.45 | 89.32 | 88.96 | 88.23 | 88.49 | 88.03 | 87.53 | 89.04 | 87.54 | 88.85 | 88.50 | 89.21 | 90.44 | 88.24 | 88.48 | 87.48 | 90.86 | 87.70 | 88.24 | 88.09 | 90.74 | 89.21 | 89.46 |
| 74 | 372 | 64 | 0.10 | 32 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 86.96 | 88.59 | 88.74 | 87.95 | 87.75 | 88.29 | 89.01 | 89.72 | 87.82 | 89.71 | 90.08 | 87.93 | 89.91 | 88.10 | 89.61 | 90.29 | 89.43 | 87.37 | 88.76 | 89.02 | 88.74 | 88.75 | 88.45 | 89.03 | 88.88 | 89.11 |
| 75 | 372 | 64 | 0.10 | 32 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 87.82 | 90.36 | 88.39 | 89.33 | 88.26 | 88.56 | 87.76 | 88.43 | 90.11 | 88.10 | 89.35 | 89.67 | 88.23 | 89.64 | 87.96 | 90.15 | 89.36 | 88.29 | 89.19 | 91.18 | 87.57 | 88.70 | 87.07 | 87.97 | 87.00 | 89.25 |
| 80 | 372 | 64 | 0.10 | 48 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 85.61 | 87.85 | 86.60 | 86.62 | 88.49 | 87.58 | 86.98 | 87.07 | 87.26 | 88.21 | 88.60 | 89.46 | 88.21 | 86.31 | 89.02 | 87.02 | 89.44 | 86.10 | 87.56 | 88.70 | 88.32 | 89.34 | 86.72 | 87.99 | 85.51 | 88.11 |
| 81 | 372 | 64 | 0.10 | 48 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 88.94 | 88.71 | 88.11 | 88.95 | 86.32 | 90.27 | 88.38 | 90.30 | 88.09 | 87.83 | 89.73 | 89.72 | 89.65 | 88.85 | 87.96 | 88.15 | 89.40 | 89.36 | 90.90 | 89.36 | 88.74 | 87.55 | 88.23 | 87.31 | 89.50 | 88.00 |
| 82 | 372 | 64 | 0.10 | 48 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 89.64 | 89.26 | 87.57 | 88.56 | 88.38 | 88.56 | 87.67 | 88.80 | 88.66 | 88.09 | 88.96 | 88.43 | 89.73 | 88.45 | 88.58 | 88.08 | 89.22 | 87.67 | 89.78 | 89.03 | 87.35 | 89.18 | 87.57 | 89.17 | 88.75 | 88.84 |
| 83 | 372 | 64 | 0.10 | 48 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 87.99 | 88.54 | 87.93 | 87.69 | 89.44 | 87.83 | 87.81 | 88.73 | 90.38 | 89.24 | 88.62 | 89.80 | 90.98 | 90.62 | 88.03 | 86.96 | 89.55 | 87.80 | 89.06 | 89.12 | 88.13 | 88.09 | 87.73 | 88.89 | 88.81 | 88.12 |
| 88 | 372 | 64 | 0.10 | 64 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 86.33 | 88.29 | 85.61 | 82.07 | 88.12 | 88.39 | 87.62 | 88.51 | 88.14 | 87.48 | 89.21 | 89.27 | 87.24 | 89.78 | 88.62 | 85.87 | 89.16 | 88.39 | 87.41 | 88.60 | 88.62 | 86.89 | 83.20 | 88.27 | 88.62 | 88.76 |
| 89 | 372 | 64 | 0.10 | 64 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 85.98 | 87.31 | 88.30 | 88.02 | 87.35 | 87.51 | 87.77 | 88.96 | 86.98 | 89.31 | 89.49 | 89.33 | 87.83 | 88.34 | 89.40 | 88.37 | 88.89 | 88.67 | 88.11 | 88.17 | 89.26 | 88.68 | 86.57 | 87.70 | 89.11 | 88.43 |
| 90 | 372 | 64 | 0.10 | 64 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 87.97 | 87.22 | 86.44 | 90.88 | 90.44 | 88.97 | 88.24 | 88.88 | 88.17 | 89.01 | 87.54 | 88.57 | 88.75 | 88.64 | 88.94 | 89.22 | 88.31 | 89.49 | 89.89 | 89.92 | 87.06 | 88.26 | 88.65 | 87.71 | 88.03 | 88.53 |
| 91 | 372 | 64 | 0.10 | 64 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 88.54 | 88.31 | 90.31 | 90.18 | 88.51 | 88.25 | 88.74 | 90.52 | 88.94 | 89.04 | 89.21 | 88.36 | 88.87 | 90.84 | 89.55 | 89.42 | 89.55 | 89.53 | 91.12 | 88.54 | 87.57 | 89.67 | 88.81 | 89.23 | 88.25 | 90.07 |
| 96 | 372 | 64 | 0.10 | 32 | 0.00001 | 36 | 0.000000e+00 | 0.000000e+00 | 87.41 | 89.28 | 87.01 | 87.92 | 88.09 | 88.95 | 88.31 | 89.51 | 88.21 | 88.90 | 88.87 | 89.05 | 88.64 | 88.69 | 88.71 | 88.56 | 87.46 | 88.19 | 89.23 | 87.90 | 87.79 | 88.87 | 88.33 | 87.10 | 88.43 | 89.43 |
| 97 | 372 | 64 | 0.10 | 32 | 0.00001 | 36 | 0.000000e+00 | 1.000000e-08 | 87.75 | 87.98 | 88.22 | 88.57 | 90.03 | 88.85 | 88.69 | 88.99 | 89.87 | 87.89 | 88.69 | 89.79 | 89.50 | 89.44 | 89.13 | 90.42 | 88.10 | 89.35 | 89.69 | 88.79 | 89.29 | 89.46 | 89.64 | 89.01 | 88.43 | 88.11 |
| 98 | 372 | 64 | 0.10 | 32 | 0.00001 | 36 | 1.000000e-08 | 0.000000e+00 | 88.62 | 88.93 | 88.19 | 88.48 | 88.81 | 89.44 | 88.67 | 89.25 | 90.23 | 89.65 | 89.31 | 89.12 | 90.15 | 88.24 | 88.60 | 89.11 | 87.17 | 89.48 | 89.72 | 89.06 | 87.43 | 88.51 | 90.27 | 89.68 | 88.53 | 90.19 |
| 99 | 372 | 64 | 0.10 | 32 | 0.00001 | 36 | 1.000000e-08 | 1.000000e-08 | 86.87 | 89.02 | 86.77 | 88.60 | 88.01 | 89.09 | 89.94 | 88.04 | 88.55 | 88.56 | 88.72 | 89.80 | 88.64 | 89.64 | 88.48 | 89.13 | 89.02 | 89.01 | 88.81 | 89.97 | 87.35 | 88.90 | 88.31 | 89.11 | 89.14 | 88.97 |
| 104 | 372 | 64 | 0.10 | 48 | 0.00001 | 36 | 0.000000e+00 | 0.000000e+00 | 86.06 | 88.67 | 87.81 | 87.14 | 87.61 | 88.53 | 88.40 | 88.64 | 89.29 | 89.12 | 89.11 | 88.32 | 88.60 | 87.18 | 89.00 | 88.82 | 87.92 | 87.28 | 87.70 | 89.16 | 88.80 | 87.77 | 87.23 | 88.69 | 89.14 | 89.26 |
| 105 | 372 | 64 | 0.10 | 48 | 0.00001 | 36 | 0.000000e+00 | 1.000000e-08 | 87.88 | 87.78 | 89.45 | 90.10 | 87.99 | 88.73 | 89.29 | 89.75 | 89.14 | 89.04 | 89.64 | 89.30 | 90.90 | 88.36 | 90.22 | 90.85 | 88.91 | 89.14 | 89.15 | 90.44 | 87.93 | 88.60 | 87.83 | 89.00 | 89.33 | 88.16 |
| 106 | 372 | 64 | 0.10 | 48 | 0.00001 | 36 | 1.000000e-08 | 0.000000e+00 | 87.03 | 89.15 | 89.89 | 88.05 | 88.89 | 89.94 | 88.24 | 88.42 | 89.72 | 90.44 | 88.26 | 88.80 | 88.74 | 88.85 | 87.71 | 90.42 | 89.49 | 89.33 | 89.36 | 88.48 | 88.29 | 88.86 | 89.01 | 89.14 | 90.55 | 88.82 |
| 107 | 372 | 64 | 0.10 | 48 | 0.00001 | 36 | 1.000000e-08 | 1.000000e-08 | 87.72 | 89.77 | 88.05 | 89.99 | 90.81 | 89.66 | 89.28 | 88.67 | 89.93 | 89.95 | 89.90 | 90.66 | 88.74 | 90.22 | 89.21 | 90.71 | 89.78 | 91.09 | 87.92 | 88.81 | 90.08 | 89.55 | 88.19 | 88.22 | 89.25 | 89.14 |
| 112 | 372 | 64 | 0.10 | 64 | 0.00001 | 36 | 0.000000e+00 | 0.000000e+00 | 87.82 | 89.23 | 86.05 | 86.36 | 89.68 | 87.25 | 86.57 | 88.61 | 86.12 | 89.90 | 87.76 | 88.31 | 87.71 | 89.10 | 89.23 | 89.22 | 87.99 | 89.25 | 88.88 | 88.32 | 87.57 | 88.43 | 89.43 | 87.19 | 89.26 | 87.33 |
| 113 | 372 | 64 | 0.10 | 64 | 0.00001 | 36 | 0.000000e+00 | 1.000000e-08 | 89.58 | 86.77 | 88.74 | 89.70 | 87.83 | 88.69 | 88.56 | 89.20 | 88.06 | 89.07 | 89.46 | 89.82 | 89.25 | 89.10 | 88.27 | 89.70 | 89.92 | 88.88 | 88.23 | 88.51 | 87.16 | 89.06 | 87.30 | 88.84 | 88.58 | 88.08 |
| 114 | 372 | 64 | 0.10 | 64 | 0.00001 | 36 | 1.000000e-08 | 0.000000e+00 | 89.36 | 89.71 | 87.94 | 89.19 | 88.63 | 89.60 | 88.75 | 89.47 | 89.95 | 89.96 | 89.64 | 89.83 | 89.52 | 86.93 | 87.80 | 89.81 | 87.41 | 90.45 | 88.96 | 91.36 | 89.92 | 88.26 | 89.96 | 87.37 | 89.12 | 88.76 |
| 115 | 372 | 64 | 0.10 | 64 | 0.00001 | 36 | 1.000000e-08 | 1.000000e-08 | 87.99 | 88.79 | 89.29 | 89.65 | 89.82 | 88.53 | 88.33 | 89.26 | 89.96 | 88.35 | 90.52 | 88.67 | 90.25 | 88.60 | 87.73 | 88.32 | 88.90 | 89.13 | 88.55 | 89.51 | 87.54 | 91.98 | 88.64 | 86.55 | 88.77 | 89.01 |
| 120 | 372 | 64 | 0.10 | 32 | 0.00001 | 48 | 0.000000e+00 | 0.000000e+00 | 87.11 | 87.90 | 87.59 | 89.56 | 88.36 | 87.61 | 87.88 | 88.31 | 88.39 | 87.83 | 88.93 | 88.16 | 87.74 | 89.02 | 87.37 | 89.39 | 88.83 | 87.88 | 88.92 | 88.23 | 88.32 | 89.02 | 88.74 | 89.25 | 87.73 | 88.18 |
| 121 | 372 | 64 | 0.10 | 32 | 0.00001 | 48 | 0.000000e+00 | 1.000000e-08 | 87.83 | 88.58 | 88.27 | 87.77 | 88.61 | 88.90 | 88.90 | 88.48 | 88.24 | 88.86 | 90.11 | 89.22 | 90.19 | 87.86 | 87.77 | 91.04 | 91.11 | 89.35 | 89.30 | 88.69 | 88.38 | 88.40 | 87.99 | 89.42 | 89.39 | 89.33 |
| 122 | 372 | 64 | 0.10 | 32 | 0.00001 | 48 | 1.000000e-08 | 0.000000e+00 | 88.24 | 88.41 | 89.03 | 88.97 | 87.82 | 90.17 | 88.67 | 89.70 | 88.68 | 88.39 | 89.33 | 88.02 | 89.57 | 90.65 | 89.42 | 88.93 | 87.32 | 89.08 | 89.79 | 88.52 | 89.45 | 87.63 | 88.72 | 86.92 | 89.08 | 85.48 |
| 123 | 372 | 64 | 0.10 | 32 | 0.00001 | 48 | 1.000000e-08 | 1.000000e-08 | 88.05 | 88.55 | 89.22 | 89.86 | 88.26 | 88.01 | 88.49 | 90.98 | 90.18 | 87.24 | 90.42 | 88.93 | 89.29 | 89.14 | 89.80 | 89.16 | 88.33 | 87.23 | 88.30 | 89.82 | 88.72 | 89.04 | 87.69 | 88.08 | 88.28 | 88.58 |
| 128 | 372 | 64 | 0.10 | 48 | 0.00001 | 48 | 0.000000e+00 | 0.000000e+00 | 87.79 | 88.62 | 86.90 | 88.80 | 88.38 | 87.60 | 87.98 | 88.37 | 88.00 | 87.94 | 88.84 | 89.00 | 86.59 | 88.47 | 88.07 | 87.33 | 88.26 | 87.75 | 88.70 | 89.20 | 88.49 | 90.68 | 90.31 | 87.54 | 89.42 | 88.54 |
| 129 | 372 | 64 | 0.10 | 48 | 0.00001 | 48 | 0.000000e+00 | 1.000000e-08 | 88.49 | 88.87 | 88.72 | 88.72 | 89.10 | 88.39 | 88.26 | 89.37 | 88.42 | 88.75 | 87.39 | 89.26 | 89.47 | 88.45 | 89.65 | 90.24 | 89.35 | 88.20 | 88.23 | 88.12 | 89.87 | 88.54 | 90.13 | 87.81 | 88.79 | 89.20 |
| 130 | 372 | 64 | 0.10 | 48 | 0.00001 | 48 | 1.000000e-08 | 0.000000e+00 | 88.85 | 88.68 | 88.25 | 88.30 | 89.33 | 89.10 | 89.15 | 89.59 | 87.58 | 89.64 | 90.79 | 89.87 | 89.87 | 89.69 | 88.42 | 89.31 | 89.24 | 90.30 | 89.90 | 90.87 | 89.29 | 86.86 | 87.69 | 87.78 | 87.51 | 88.37 |
| 131 | 372 | 64 | 0.10 | 48 | 0.00001 | 48 | 1.000000e-08 | 1.000000e-08 | 87.84 | 88.68 | 88.39 | 89.30 | 88.62 | 88.25 | 89.11 | 89.56 | 89.07 | 89.37 | 89.31 | 89.77 | 88.89 | 87.51 | 89.20 | 88.70 | 88.44 | 89.08 | 87.84 | 89.35 | 88.14 | 88.60 | 88.59 | 88.48 | 89.31 | 86.65 |
| 136 | 372 | 64 | 0.10 | 64 | 0.00001 | 48 | 0.000000e+00 | 0.000000e+00 | 87.57 | 87.12 | 86.74 | 87.72 | 87.91 | 89.37 | 88.96 | 89.81 | 87.63 | 88.29 | 88.30 | 88.86 | 87.61 | 88.85 | 86.72 | 88.12 | 87.65 | 87.42 | 87.43 | 87.51 | 88.64 | 87.76 | 87.83 | 89.17 | 91.02 | 88.31 |
| 137 | 372 | 64 | 0.10 | 64 | 0.00001 | 48 | 0.000000e+00 | 1.000000e-08 | 86.94 | 88.60 | 88.04 | 89.83 | 88.50 | 90.02 | 88.55 | 88.30 | 88.95 | 88.67 | 90.23 | 89.11 | 89.89 | 89.80 | 88.60 | 90.17 | 89.13 | 89.27 | 89.17 | 90.12 | 88.68 | 88.30 | 89.90 | 90.20 | 89.13 | 87.19 |
| 138 | 372 | 64 | 0.10 | 64 | 0.00001 | 48 | 1.000000e-08 | 0.000000e+00 | 87.17 | 87.72 | 87.96 | 87.48 | 89.30 | 87.26 | 88.28 | 90.13 | 88.79 | 90.51 | 89.67 | 88.57 | 87.36 | 88.11 | 90.58 | 88.78 | 88.54 | 89.56 | 89.17 | 88.66 | 87.97 | 88.61 | 88.37 | 89.18 | 87.93 | 88.63 |
| 139 | 372 | 64 | 0.10 | 64 | 0.00001 | 48 | 1.000000e-08 | 1.000000e-08 | 88.72 | 89.96 | 88.25 | 88.61 | 87.38 | 89.59 | 87.50 | 88.91 | 87.20 | 89.59 | 88.29 | 89.67 | 89.15 | 87.18 | 89.90 | 89.40 | 88.68 | 88.44 | 90.26 | 89.59 | 88.08 | 88.80 | 88.98 | 89.39 | 87.87 | 90.02 |
| 144 | 372 | 64 | 0.01 | 32 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 88.94 | 91.46 | 90.28 | 90.21 | 89.35 | 90.30 | 90.45 | 89.19 | 89.74 | 89.12 | 91.33 | 90.30 | 89.10 | 89.87 | 89.11 | 90.38 | 89.24 | 90.85 | 90.33 | 90.69 | 91.10 | 90.27 | 89.45 | 89.85 | 89.32 | 90.25 |
| 145 | 372 | 64 | 0.01 | 32 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 89.94 | 88.73 | 90.97 | 90.50 | 90.09 | 91.00 | 88.80 | 89.41 | 90.93 | 89.57 | 89.93 | 89.99 | 90.50 | 89.31 | 90.19 | 90.30 | 89.77 | 90.06 | 89.08 | 91.58 | 89.36 | 90.08 | 90.93 | 88.87 | 89.16 | 89.35 |
| 146 | 372 | 64 | 0.01 | 32 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 88.76 | 88.16 | 89.90 | 91.01 | 88.22 | 90.43 | 90.25 | 90.37 | 89.85 | 89.10 | 90.23 | 90.80 | 90.49 | 89.94 | 89.56 | 89.60 | 89.33 | 88.93 | 90.29 | 90.48 | 90.43 | 90.49 | 89.97 | 89.20 | 89.20 | 89.92 |
| 147 | 372 | 64 | 0.01 | 32 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 88.78 | 89.99 | 89.41 | 89.87 | 88.07 | 89.90 | 88.67 | 90.45 | 89.56 | 89.53 | 90.04 | 90.80 | 89.81 | 90.90 | 88.95 | 89.96 | 90.53 | 89.31 | 90.41 | 89.61 | 91.32 | 88.92 | 90.10 | 89.47 | 88.43 | 88.74 |
| 152 | 372 | 64 | 0.01 | 48 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 89.17 | 89.43 | 89.83 | 91.08 | 88.48 | 90.52 | 89.03 | 89.99 | 89.91 | 89.23 | 88.41 | 90.92 | 89.01 | 90.32 | 90.40 | 90.68 | 90.70 | 89.55 | 90.28 | 89.95 | 89.97 | 90.73 | 90.07 | 89.66 | 88.65 | 88.43 |
| 153 | 372 | 64 | 0.01 | 48 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 88.88 | 89.60 | 88.95 | 89.86 | 90.47 | 90.38 | 89.22 | 89.61 | 89.59 | 89.19 | 90.70 | 90.97 | 89.46 | 89.37 | 90.20 | 88.98 | 90.43 | 89.27 | 90.90 | 90.27 | 89.61 | 91.23 | 89.20 | 88.38 | 88.88 | 87.57 |
| 154 | 372 | 64 | 0.01 | 48 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 88.56 | 91.03 | 91.10 | 90.14 | 90.67 | 90.60 | 90.74 | 90.62 | 90.28 | 89.56 | 90.74 | 91.99 | 90.73 | 89.70 | 89.97 | 89.78 | 89.61 | 89.46 | 91.59 | 91.22 | 89.37 | 91.10 | 88.43 | 90.73 | 90.13 | 90.30 |
| 155 | 372 | 64 | 0.01 | 48 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 90.17 | 90.06 | 89.11 | 90.11 | 90.34 | 90.12 | 89.98 | 89.03 | 89.99 | 88.84 | 91.33 | 90.28 | 89.94 | 88.72 | 89.96 | 89.78 | 89.83 | 90.53 | 90.66 | 90.93 | 89.08 | 90.85 | 89.93 | 89.43 | 90.11 | 89.91 |
| 160 | 372 | 64 | 0.01 | 64 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 88.97 | 90.05 | 88.53 | 87.60 | 89.50 | 90.36 | 90.59 | 89.80 | 89.37 | 91.15 | 89.77 | 89.60 | 91.20 | 89.36 | 89.24 | 89.13 | 91.65 | 88.74 | 90.61 | 90.44 | 89.20 | 89.86 | 90.23 | 89.31 | 89.90 | 90.24 |
| 161 | 372 | 64 | 0.01 | 64 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 88.51 | 89.25 | 89.53 | 89.02 | 89.80 | 90.46 | 90.42 | 89.48 | 88.20 | 88.25 | 91.05 | 90.19 | 89.87 | 91.18 | 88.16 | 90.91 | 89.02 | 90.01 | 90.44 | 90.29 | 89.93 | 89.45 | 88.38 | 89.82 | 89.13 | 90.61 |
| 162 | 372 | 64 | 0.01 | 64 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 88.98 | 90.67 | 89.55 | 90.17 | 89.45 | 89.39 | 89.94 | 91.27 | 88.36 | 90.45 | 90.60 | 90.83 | 91.06 | 89.11 | 88.42 | 88.39 | 91.20 | 89.82 | 90.30 | 90.08 | 90.13 | 89.76 | 88.36 | 89.00 | 91.10 | 90.34 |
| 163 | 372 | 64 | 0.01 | 64 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 89.02 | 88.92 | 89.31 | 88.49 | 87.98 | 89.97 | 89.60 | 89.11 | 89.99 | 89.72 | 90.63 | 90.42 | 91.16 | 90.59 | 89.09 | 89.17 | 90.61 | 89.35 | 89.97 | 89.83 | 90.22 | 91.50 | 89.76 | 89.71 | 88.28 | 90.18 |
| 168 | 372 | 64 | 0.01 | 32 | 0.00100 | 36 | 0.000000e+00 | 0.000000e+00 | 89.84 | 90.67 | 87.81 | 89.12 | 89.38 | 90.35 | 89.55 | 88.17 | 88.06 | 89.54 | 91.16 | 90.66 | 89.35 | 89.83 | 89.04 | 90.81 | 89.30 | 89.78 | 91.00 | 89.60 | 90.74 | 89.67 | 88.91 | 88.79 | 89.01 | 90.48 |
| 169 | 372 | 64 | 0.01 | 32 | 0.00100 | 36 | 0.000000e+00 | 1.000000e-08 | 89.37 | 89.25 | 88.96 | 89.86 | 89.32 | 90.27 | 90.77 | 88.81 | 90.03 | 90.06 | 91.76 | 89.73 | 89.10 | 91.04 | 89.85 | 90.47 | 89.78 | 89.42 | 90.20 | 90.47 | 89.20 | 90.46 | 89.13 | 87.98 | 89.27 | 88.69 |
| 170 | 372 | 64 | 0.01 | 32 | 0.00100 | 36 | 1.000000e-08 | 0.000000e+00 | 88.78 | 91.03 | 89.67 | 89.13 | 89.34 | 91.05 | 89.34 | 91.02 | 90.29 | 89.36 | 90.53 | 90.54 | 89.65 | 90.51 | 89.49 | 90.12 | 88.92 | 89.36 | 89.75 | 91.81 | 91.47 | 91.51 | 88.18 | 89.73 | 88.74 | 88.94 |
| 171 | 372 | 64 | 0.01 | 32 | 0.00100 | 36 | 1.000000e-08 | 1.000000e-08 | 90.37 | 89.72 | 88.99 | 88.44 | 89.78 | 89.70 | 89.12 | 90.05 | 89.94 | 89.39 | 90.98 | 89.68 | 90.47 | 90.13 | 90.55 | 90.74 | 89.16 | 89.68 | 90.83 | 90.49 | 89.23 | 89.73 | 89.22 | 90.75 | 91.52 | 89.20 |
| 176 | 372 | 64 | 0.01 | 48 | 0.00100 | 36 | 0.000000e+00 | 0.000000e+00 | 91.85 | 89.89 | 87.85 | 88.33 | 90.54 | 89.78 | 89.76 | 89.88 | 88.95 | 88.89 | 91.75 | 90.25 | 90.62 | 89.45 | 88.44 | 90.99 | 89.81 | 90.78 | 91.68 | 90.79 | 91.29 | 90.74 | 88.96 | 89.64 | 91.08 | 90.10 |
| 177 | 372 | 64 | 0.01 | 48 | 0.00100 | 36 | 0.000000e+00 | 1.000000e-08 | 89.14 | 89.56 | 88.85 | 90.24 | 89.57 | 89.65 | 90.54 | 89.40 | 90.47 | 89.00 | 90.75 | 90.94 | 89.60 | 89.35 | 90.07 | 90.96 | 90.95 | 89.20 | 90.55 | 91.04 | 89.93 | 90.86 | 90.14 | 88.84 | 90.03 | 89.67 |
| 178 | 372 | 64 | 0.01 | 48 | 0.00100 | 36 | 1.000000e-08 | 0.000000e+00 | 88.91 | 89.89 | 89.50 | 89.96 | 88.60 | 89.91 | 89.69 | 90.17 | 89.59 | 89.37 | 91.35 | 91.24 | 90.67 | 90.50 | 89.42 | 89.36 | 90.04 | 88.97 | 90.40 | 89.82 | 90.30 | 90.24 | 89.79 | 89.56 | 90.77 | 89.41 |
| 179 | 372 | 64 | 0.01 | 48 | 0.00100 | 36 | 1.000000e-08 | 1.000000e-08 | 90.05 | 89.48 | 89.55 | 90.08 | 88.93 | 90.72 | 89.67 | 90.64 | 91.09 | 89.67 | 89.71 | 90.65 | 90.13 | 89.00 | 88.71 | 89.07 | 90.37 | 89.90 | 90.54 | 90.21 | 90.85 | 90.32 | 89.76 | 89.87 | 90.49 | 90.13 |
| 184 | 372 | 64 | 0.01 | 64 | 0.00100 | 36 | 0.000000e+00 | 0.000000e+00 | 87.97 | 89.71 | 89.20 | 89.02 | 88.39 | 89.91 | 90.15 | 89.51 | 89.77 | 89.18 | 89.16 | 90.25 | 89.91 | 90.03 | 91.36 | 89.93 | 89.26 | 89.68 | 91.11 | 90.45 | 89.08 | 90.13 | 89.97 | 89.82 | 90.46 | 89.80 |
| 185 | 372 | 64 | 0.01 | 64 | 0.00100 | 36 | 0.000000e+00 | 1.000000e-08 | 89.72 | 89.61 | 89.27 | 89.02 | 90.26 | 90.81 | 90.20 | 89.27 | 89.04 | 90.78 | 91.29 | 91.19 | 89.34 | 88.20 | 90.61 | 89.86 | 89.83 | 91.17 | 89.30 | 89.20 | 90.36 | 90.07 | 89.69 | 89.09 | 88.42 | 89.39 |
| 186 | 372 | 64 | 0.01 | 64 | 0.00100 | 36 | 1.000000e-08 | 0.000000e+00 | 88.81 | 90.41 | 91.21 | 89.59 | 90.93 | 91.00 | 88.93 | 89.72 | 89.67 | 89.32 | 89.60 | 89.01 | 90.51 | 89.49 | 89.70 | 89.06 | 90.99 | 89.66 | 90.56 | 90.15 | 90.42 | 90.50 | 89.04 | 88.98 | 90.96 | 88.57 |
| 187 | 372 | 64 | 0.01 | 64 | 0.00100 | 36 | 1.000000e-08 | 1.000000e-08 | 89.55 | 91.67 | 87.87 | 90.86 | 90.03 | 90.88 | 90.69 | 89.62 | 89.57 | 89.67 | 90.18 | 88.88 | 89.52 | 89.54 | 90.14 | 89.76 | 89.54 | 89.38 | 90.15 | 90.19 | 91.38 | 91.17 | 90.71 | 88.80 | 89.44 | 89.56 |
| 192 | 372 | 64 | 0.01 | 32 | 0.00100 | 48 | 0.000000e+00 | 0.000000e+00 | 89.29 | 90.82 | 91.06 | 89.55 | 89.80 | 90.33 | 89.08 | 88.02 | 90.85 | 88.94 | 89.74 | 88.43 | 91.03 | 89.89 | 88.84 | 88.97 | 88.56 | 91.31 | 90.84 | 90.97 | 89.48 | 90.85 | 89.67 | 89.05 | 87.25 | 88.22 |
| 193 | 372 | 64 | 0.01 | 32 | 0.00100 | 48 | 0.000000e+00 | 1.000000e-08 | 89.62 | 90.24 | 88.09 | 88.92 | 89.03 | 90.56 | 90.27 | 89.40 | 90.04 | 89.47 | 91.30 | 89.86 | 90.27 | 88.93 | 88.78 | 90.64 | 89.34 | 89.04 | 90.19 | 90.46 | 88.16 | 90.48 | 88.21 | 87.93 | 90.04 | 88.82 |
| 194 | 372 | 64 | 0.01 | 32 | 0.00100 | 48 | 1.000000e-08 | 0.000000e+00 | 90.13 | 90.55 | 88.96 | 89.80 | 90.01 | 89.95 | 90.50 | 90.40 | 89.00 | 89.15 | 90.48 | 90.90 | 89.64 | 89.49 | 90.82 | 89.64 | 89.54 | 90.47 | 90.18 | 90.65 | 89.51 | 90.78 | 89.34 | 89.20 | 89.11 | 87.50 |
| 195 | 372 | 64 | 0.01 | 32 | 0.00100 | 48 | 1.000000e-08 | 1.000000e-08 | 90.52 | 89.20 | 89.53 | 89.99 | 88.34 | 90.54 | 89.17 | 89.66 | 89.54 | 89.95 | 89.63 | 90.98 | 89.77 | 90.14 | 89.49 | 89.82 | 90.86 | 88.74 | 89.85 | 90.57 | 88.81 | 90.15 | 90.37 | 89.49 | 90.37 | 88.67 |
| 200 | 372 | 64 | 0.01 | 48 | 0.00100 | 48 | 0.000000e+00 | 0.000000e+00 | 89.56 | 90.00 | 90.01 | 88.77 | 88.80 | 90.53 | 89.68 | 90.39 | 90.03 | 90.04 | 90.40 | 90.10 | 90.11 | 89.88 | 89.20 | 91.10 | 88.95 | 89.29 | 90.89 | 89.41 | 88.86 | 90.36 | 88.11 | 89.50 | 90.05 | 90.19 |
| 201 | 372 | 64 | 0.01 | 48 | 0.00100 | 48 | 0.000000e+00 | 1.000000e-08 | 88.96 | 90.60 | 87.16 | 89.67 | 90.61 | 90.30 | 90.94 | 89.36 | 89.19 | 89.80 | 91.24 | 91.06 | 90.16 | 89.66 | 90.24 | 90.17 | 89.67 | 88.53 | 90.65 | 91.72 | 88.57 | 89.41 | 88.87 | 90.33 | 89.60 | 89.13 |
| 202 | 372 | 64 | 0.01 | 48 | 0.00100 | 48 | 1.000000e-08 | 0.000000e+00 | 89.33 | 89.59 | 89.24 | 88.78 | 90.27 | 90.92 | 89.91 | 88.73 | 89.84 | 89.72 | 89.94 | 89.76 | 90.26 | 88.33 | 89.25 | 89.79 | 89.11 | 89.92 | 89.95 | 88.93 | 89.42 | 89.23 | 87.84 | 90.37 | 88.57 | 87.55 |
| 203 | 372 | 64 | 0.01 | 48 | 0.00100 | 48 | 1.000000e-08 | 1.000000e-08 | 89.67 | 90.72 | 89.07 | 91.17 | 89.87 | 91.25 | 90.38 | 90.11 | 89.94 | 88.91 | 90.73 | 90.46 | 89.77 | 89.36 | 89.64 | 90.49 | 89.84 | 90.14 | 90.13 | 90.92 | 89.74 | 89.92 | 89.51 | 90.14 | 89.28 | 90.70 |
| 208 | 372 | 64 | 0.01 | 64 | 0.00100 | 48 | 0.000000e+00 | 0.000000e+00 | 88.05 | 88.52 | 88.93 | 88.84 | 89.23 | 90.40 | 90.57 | 89.87 | 89.70 | 88.73 | 90.97 | 89.10 | 90.96 | 88.67 | 90.44 | 89.56 | 88.51 | 91.70 | 91.16 | 88.75 | 88.96 | 91.34 | 90.74 | 88.63 | 88.58 | 90.80 |
| 209 | 372 | 64 | 0.01 | 64 | 0.00100 | 48 | 0.000000e+00 | 1.000000e-08 | 89.38 | 90.17 | 88.73 | 89.53 | 88.93 | 89.55 | 89.26 | 89.28 | 89.21 | 89.45 | 90.15 | 91.06 | 89.57 | 89.03 | 88.44 | 88.83 | 89.56 | 90.44 | 88.67 | 90.64 | 90.67 | 90.17 | 88.97 | 89.06 | 89.97 | 90.01 |
| 210 | 372 | 64 | 0.01 | 64 | 0.00100 | 48 | 1.000000e-08 | 0.000000e+00 | 89.34 | 90.63 | 89.53 | 90.86 | 88.79 | 90.78 | 90.03 | 90.92 | 89.50 | 89.13 | 90.28 | 90.12 | 90.18 | 88.93 | 88.35 | 89.93 | 89.46 | 91.26 | 89.42 | 90.11 | 90.00 | 89.64 | 90.07 | 89.95 | 91.19 | 90.55 |
| 211 | 372 | 64 | 0.01 | 64 | 0.00100 | 48 | 1.000000e-08 | 1.000000e-08 | 89.47 | 90.37 | 89.29 | 89.32 | 89.24 | 91.13 | 89.40 | 90.41 | 88.70 | 89.85 | 90.69 | 90.40 | 89.80 | 88.10 | 89.65 | 89.26 | 89.81 | 89.69 | 90.27 | 91.28 | 89.29 | 89.98 | 87.67 | 90.19 | 89.40 | 89.72 |
| 216 | 372 | 64 | 0.01 | 32 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 89.29 | 90.54 | 89.53 | 89.61 | 89.63 | 89.98 | 88.40 | 90.03 | 90.08 | 89.58 | 89.24 | 90.72 | 89.32 | 90.84 | 89.95 | 90.66 | 90.51 | 90.64 | 89.81 | 92.04 | 89.45 | 90.53 | 90.20 | 88.91 | 89.82 | 89.70 |
| 217 | 372 | 64 | 0.01 | 32 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 89.09 | 89.71 | 90.11 | 91.03 | 88.90 | 91.42 | 90.76 | 89.06 | 89.78 | 90.40 | 91.47 | 90.14 | 90.30 | 89.93 | 89.31 | 91.41 | 89.79 | 90.86 | 90.81 | 90.46 | 89.43 | 91.37 | 91.25 | 89.26 | 88.41 | 89.78 |
| 218 | 372 | 64 | 0.01 | 32 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 91.06 | 90.15 | 89.74 | 89.44 | 89.22 | 90.42 | 90.78 | 89.93 | 88.77 | 90.20 | 89.82 | 90.45 | 90.85 | 91.03 | 89.76 | 89.16 | 90.06 | 90.60 | 90.22 | 90.30 | 89.40 | 90.39 | 89.48 | 88.93 | 88.96 | 89.49 |
| 219 | 372 | 64 | 0.01 | 32 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 88.83 | 89.48 | 89.35 | 89.07 | 90.10 | 91.22 | 90.33 | 89.65 | 90.73 | 89.57 | 90.48 | 91.16 | 91.08 | 89.63 | 91.32 | 90.08 | 91.73 | 90.57 | 90.72 | 90.31 | 90.73 | 90.19 | 89.86 | 89.75 | 88.84 | 90.11 |
| 224 | 372 | 64 | 0.01 | 48 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 89.29 | 89.74 | 88.78 | 88.75 | 88.52 | 89.15 | 89.79 | 89.72 | 90.27 | 89.24 | 90.99 | 90.27 | 89.03 | 88.50 | 88.95 | 89.32 | 90.29 | 91.13 | 89.95 | 90.56 | 90.80 | 91.09 | 89.92 | 89.49 | 89.41 | 89.75 |
| 225 | 372 | 64 | 0.01 | 48 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 90.64 | 89.75 | 90.57 | 90.52 | 90.33 | 90.07 | 90.25 | 90.67 | 88.66 | 90.54 | 90.93 | 90.63 | 89.69 | 88.95 | 90.09 | 91.56 | 90.23 | 89.42 | 90.22 | 90.48 | 90.61 | 90.93 | 88.83 | 89.45 | 88.80 | 89.96 |
| 226 | 372 | 64 | 0.01 | 48 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 90.20 | 91.07 | 90.45 | 89.91 | 90.11 | 90.78 | 90.06 | 89.67 | 89.69 | 89.27 | 90.13 | 90.87 | 92.15 | 89.95 | 89.82 | 89.64 | 90.23 | 90.77 | 90.42 | 90.12 | 88.77 | 89.65 | 89.93 | 90.13 | 89.34 | 88.31 |
| 227 | 372 | 64 | 0.01 | 48 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 88.72 | 89.92 | 90.58 | 89.49 | 89.50 | 90.67 | 90.83 | 90.70 | 91.01 | 88.98 | 89.85 | 90.86 | 89.69 | 89.72 | 88.70 | 90.31 | 90.08 | 90.31 | 90.01 | 91.08 | 90.02 | 90.39 | 88.70 | 90.12 | 91.43 | 88.96 |
| 232 | 372 | 64 | 0.01 | 64 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 89.66 | 91.18 | 90.53 | 89.89 | 88.65 | 90.88 | 89.24 | 90.04 | 89.87 | 89.61 | 90.71 | 90.23 | 90.11 | 89.00 | 88.38 | 90.49 | 90.59 | 89.41 | 90.17 | 90.20 | 89.88 | 90.85 | 90.50 | 90.71 | 90.85 | 88.32 |
| 233 | 372 | 64 | 0.01 | 64 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 88.70 | 89.01 | 89.85 | 88.88 | 88.76 | 90.75 | 90.55 | 88.91 | 89.64 | 89.19 | 90.61 | 91.51 | 90.16 | 88.72 | 89.50 | 90.35 | 89.84 | 90.78 | 90.55 | 90.09 | 90.68 | 89.95 | 88.91 | 91.27 | 88.94 | 89.11 |
| 234 | 372 | 64 | 0.01 | 64 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 88.76 | 90.25 | 89.47 | 89.36 | 89.64 | 90.15 | 89.04 | 90.46 | 89.50 | 90.10 | 90.10 | 89.79 | 90.38 | 88.54 | 89.21 | 89.97 | 90.81 | 89.93 | 90.36 | 90.76 | 91.23 | 92.06 | 88.21 | 89.51 | 89.28 | 90.27 |
| 235 | 372 | 64 | 0.01 | 64 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 89.41 | 89.83 | 90.43 | 89.42 | 88.19 | 90.31 | 90.73 | 88.89 | 90.11 | 89.75 | 91.38 | 90.96 | 89.06 | 88.65 | 89.30 | 90.05 | 90.04 | 90.47 | 90.66 | 91.81 | 90.47 | 90.66 | 90.60 | 88.71 | 91.74 | 90.64 |
| 240 | 372 | 64 | 0.01 | 32 | 0.00001 | 36 | 0.000000e+00 | 0.000000e+00 | 89.03 | 90.05 | 89.51 | 89.74 | 90.00 | 90.32 | 90.64 | 90.20 | 90.43 | 89.55 | 90.05 | 90.17 | 90.99 | 88.41 | 89.96 | 89.90 | 88.50 | 90.16 | 90.78 | 89.22 | 90.58 | 89.35 | 89.79 | 88.42 | 89.45 | 88.03 |
| 241 | 372 | 64 | 0.01 | 32 | 0.00001 | 36 | 0.000000e+00 | 1.000000e-08 | 89.07 | 89.39 | 89.86 | 90.64 | 90.01 | 90.39 | 89.42 | 89.69 | 89.74 | 90.16 | 90.78 | 89.92 | 89.17 | 90.76 | 88.70 | 90.42 | 90.68 | 89.45 | 91.42 | 90.91 | 89.75 | 91.09 | 89.27 | 90.25 | 90.22 | 88.25 |
| 242 | 372 | 64 | 0.01 | 32 | 0.00001 | 36 | 1.000000e-08 | 0.000000e+00 | 88.17 | 90.83 | 89.87 | 90.81 | 89.86 | 91.25 | 88.93 | 91.00 | 90.33 | 90.06 | 90.56 | 90.51 | 91.17 | 90.30 | 88.84 | 90.23 | 89.78 | 91.60 | 90.00 | 90.85 | 90.58 | 89.58 | 91.39 | 90.11 | 90.25 | 89.86 |
| 243 | 372 | 64 | 0.01 | 32 | 0.00001 | 36 | 1.000000e-08 | 1.000000e-08 | 89.78 | 89.59 | 89.36 | 89.61 | 89.89 | 90.53 | 90.84 | 90.48 | 88.99 | 89.20 | 90.28 | 90.30 | 89.47 | 91.34 | 89.90 | 91.16 | 89.23 | 89.63 | 89.97 | 89.90 | 89.75 | 92.17 | 90.21 | 90.98 | 90.07 | 90.14 |
| 248 | 372 | 64 | 0.01 | 48 | 0.00001 | 36 | 0.000000e+00 | 0.000000e+00 | 90.13 | 89.85 | 90.03 | 89.34 | 88.34 | 90.67 | 89.55 | 89.69 | 90.40 | 89.38 | 90.99 | 90.65 | 89.11 | 88.56 | 89.27 | 88.88 | 89.39 | 88.98 | 89.14 | 90.62 | 89.94 | 90.63 | 91.53 | 89.69 | 90.26 | 91.35 |
| 249 | 372 | 64 | 0.01 | 48 | 0.00001 | 36 | 0.000000e+00 | 1.000000e-08 | 88.28 | 89.50 | 90.18 | 88.38 | 89.28 | 90.19 | 88.33 | 89.64 | 91.85 | 89.90 | 91.27 | 90.66 | 90.91 | 89.58 | 89.63 | 90.30 | 89.71 | 90.65 | 90.09 | 90.29 | 90.01 | 91.29 | 87.82 | 88.70 | 90.49 | 88.66 |
| 250 | 372 | 64 | 0.01 | 48 | 0.00001 | 36 | 1.000000e-08 | 0.000000e+00 | 91.12 | 89.42 | 88.97 | 88.84 | 89.61 | 90.71 | 89.13 | 88.39 | 90.46 | 90.00 | 90.91 | 90.42 | 90.04 | 90.09 | 90.03 | 90.13 | 88.62 | 89.43 | 90.28 | 91.22 | 89.49 | 89.73 | 90.70 | 89.93 | 90.95 | 89.20 |
| 251 | 372 | 64 | 0.01 | 48 | 0.00001 | 36 | 1.000000e-08 | 1.000000e-08 | 88.83 | 89.50 | 89.71 | 90.11 | 89.94 | 91.00 | 88.76 | 90.49 | 90.47 | 90.14 | 90.65 | 89.47 | 89.78 | 89.64 | 90.57 | 90.28 | 90.84 | 90.83 | 90.63 | 91.45 | 91.10 | 89.77 | 90.67 | 89.32 | 88.64 | 89.75 |
| 256 | 372 | 64 | 0.01 | 64 | 0.00001 | 36 | 0.000000e+00 | 0.000000e+00 | 90.30 | 89.83 | 89.83 | 88.53 | 88.93 | 90.27 | 89.55 | 89.81 | 89.33 | 89.84 | 90.65 | 90.17 | 89.99 | 89.91 | 90.29 | 89.31 | 88.98 | 89.59 | 90.74 | 89.38 | 90.90 | 91.25 | 89.74 | 89.93 | 90.52 | 89.54 |
| 257 | 372 | 64 | 0.01 | 64 | 0.00001 | 36 | 0.000000e+00 | 1.000000e-08 | 88.34 | 89.88 | 89.59 | 89.73 | 91.18 | 89.98 | 89.66 | 88.46 | 90.54 | 89.43 | 89.88 | 90.94 | 89.54 | 88.97 | 90.17 | 88.81 | 90.16 | 89.92 | 89.55 | 90.19 | 90.22 | 91.12 | 90.41 | 91.23 | 90.61 | 89.18 |
| 258 | 372 | 64 | 0.01 | 64 | 0.00001 | 36 | 1.000000e-08 | 0.000000e+00 | 90.00 | 90.01 | 89.13 | 90.01 | 89.23 | 90.05 | 88.98 | 90.16 | 90.72 | 89.35 | 90.50 | 89.78 | 91.22 | 91.84 | 90.73 | 90.91 | 91.00 | 89.93 | 90.22 | 89.80 | 89.98 | 91.57 | 89.77 | 91.54 | 89.62 | 91.39 |
| 259 | 372 | 64 | 0.01 | 64 | 0.00001 | 36 | 1.000000e-08 | 1.000000e-08 | 88.76 | 91.22 | 88.87 | 89.15 | 88.31 | 91.01 | 88.76 | 90.51 | 91.03 | 90.40 | 90.20 | 89.54 | 89.49 | 89.58 | 90.70 | 90.36 | 88.50 | 90.89 | 89.31 | 90.03 | 88.49 | 89.21 | 89.22 | 91.07 | 91.60 | 89.73 |
| 264 | 372 | 64 | 0.01 | 32 | 0.00001 | 48 | 0.000000e+00 | 0.000000e+00 | 89.10 | 88.67 | 88.35 | 89.37 | 90.04 | 90.62 | 88.71 | 90.42 | 89.53 | 91.05 | 90.41 | 90.25 | 90.93 | 89.86 | 89.83 | 89.84 | 88.55 | 88.53 | 89.99 | 90.42 | 89.32 | 90.44 | 88.87 | 90.16 | 88.98 | 88.89 |
| 265 | 372 | 64 | 0.01 | 32 | 0.00001 | 48 | 0.000000e+00 | 1.000000e-08 | 89.27 | 90.90 | 88.67 | 89.46 | 90.35 | 89.66 | 88.74 | 89.53 | 91.96 | 89.66 | 90.88 | 89.61 | 89.60 | 90.58 | 89.85 | 90.00 | 90.27 | 90.14 | 90.79 | 89.48 | 91.30 | 89.12 | 90.97 | 89.10 | 89.98 | 88.93 |
| 266 | 372 | 64 | 0.01 | 32 | 0.00001 | 48 | 1.000000e-08 | 0.000000e+00 | 88.47 | 89.71 | 88.65 | 90.04 | 88.56 | 90.41 | 89.70 | 88.60 | 89.04 | 89.68 | 90.95 | 89.49 | 89.24 | 89.70 | 90.29 | 89.32 | 89.77 | 89.39 | 90.25 | 88.83 | 90.60 | 90.54 | 89.25 | 88.59 | 89.69 | 88.70 |
| 267 | 372 | 64 | 0.01 | 32 | 0.00001 | 48 | 1.000000e-08 | 1.000000e-08 | 90.05 | 92.00 | 88.83 | 88.45 | 90.07 | 89.47 | 89.32 | 91.28 | 89.70 | 89.06 | 90.97 | 90.34 | 90.23 | 89.21 | 88.93 | 90.35 | 89.68 | 89.71 | 90.23 | 90.60 | 90.49 | 89.41 | 90.68 | 90.92 | 89.65 | 87.82 |
| 272 | 372 | 64 | 0.01 | 48 | 0.00001 | 48 | 0.000000e+00 | 0.000000e+00 | 89.43 | 90.92 | 89.00 | 89.35 | 89.49 | 89.78 | 89.56 | 89.02 | 89.60 | 90.27 | 90.92 | 90.46 | 90.62 | 88.60 | 90.05 | 90.99 | 89.87 | 88.71 | 90.36 | 90.60 | 90.86 | 91.19 | 88.55 | 90.68 | 89.12 | 90.12 |
| 273 | 372 | 64 | 0.01 | 48 | 0.00001 | 48 | 0.000000e+00 | 1.000000e-08 | 89.47 | 88.91 | 89.64 | 89.39 | 87.95 | 90.84 | 90.80 | 89.76 | 89.78 | 90.54 | 89.49 | 91.01 | 91.03 | 88.88 | 90.42 | 88.99 | 89.19 | 89.71 | 89.92 | 89.48 | 91.21 | 91.79 | 90.67 | 88.22 | 90.72 | 87.89 |
| 274 | 372 | 64 | 0.01 | 48 | 0.00001 | 48 | 1.000000e-08 | 0.000000e+00 | 89.34 | 91.00 | 89.99 | 90.29 | 89.94 | 89.57 | 88.98 | 90.28 | 89.47 | 88.83 | 89.76 | 89.94 | 91.33 | 88.45 | 89.31 | 91.01 | 89.11 | 89.36 | 90.60 | 90.09 | 89.59 | 90.69 | 90.54 | 88.13 | 90.08 | 88.53 |
| 275 | 372 | 64 | 0.01 | 48 | 0.00001 | 48 | 1.000000e-08 | 1.000000e-08 | 90.50 | 91.34 | 89.72 | 89.61 | 91.14 | 90.39 | 90.48 | 89.68 | 90.47 | 88.58 | 89.97 | 90.82 | 90.34 | 89.41 | 90.24 | 90.02 | 88.72 | 91.13 | 89.72 | 91.01 | 89.57 | 89.43 | 88.83 | 89.34 | 91.08 | 90.91 |
| 280 | 372 | 64 | 0.01 | 64 | 0.00001 | 48 | 0.000000e+00 | 0.000000e+00 | 89.17 | 89.27 | 90.96 | 89.61 | 90.02 | 89.27 | 90.58 | 90.55 | 89.74 | 90.18 | 90.43 | 90.53 | 90.26 | 88.01 | 89.07 | 90.40 | 91.11 | 90.15 | 89.98 | 90.55 | 89.33 | 89.98 | 88.69 | 90.68 | 89.70 | 89.94 |
| 281 | 372 | 64 | 0.01 | 64 | 0.00001 | 48 | 0.000000e+00 | 1.000000e-08 | 89.62 | 90.67 | 89.34 | 88.74 | 89.06 | 90.31 | 89.62 | 90.89 | 89.60 | 89.19 | 90.90 | 90.56 | 89.67 | 89.67 | 90.52 | 90.56 | 89.81 | 89.11 | 89.73 | 91.23 | 89.74 | 90.17 | 90.10 | 90.43 | 88.63 | 90.25 |
| 282 | 372 | 64 | 0.01 | 64 | 0.00001 | 48 | 1.000000e-08 | 0.000000e+00 | 88.03 | 90.63 | 88.93 | 88.90 | 88.87 | 89.47 | 90.02 | 89.87 | 88.73 | 89.20 | 89.60 | 90.39 | 90.63 | 89.62 | 88.31 | 88.56 | 89.27 | 89.29 | 90.12 | 90.55 | 89.76 | 91.44 | 89.17 | 89.91 | 90.80 | 90.18 |
| 283 | 372 | 64 | 0.01 | 64 | 0.00001 | 48 | 1.000000e-08 | 1.000000e-08 | 88.67 | 90.82 | 87.77 | 89.70 | 89.56 | 90.63 | 89.58 | 89.38 | 89.83 | 89.60 | 90.17 | 89.48 | 90.60 | 90.15 | 89.87 | 89.26 | 89.69 | 88.93 | 88.94 | 90.34 | 90.62 | 90.02 | 88.85 | 89.49 | 90.51 | 89.60 |
| input_size | output_size | learning_rate | batch_size | alpha | margin | l1_reg | l2_reg | mAP_test_abs_values | mAP_test_abs_values_2 | mAP_test_abs_values_3 | mAP_test_abs_values_4 | mAP_test_abs_values_5 | mAP_test_abs_values_6 | mAP_test_abs_values_7 | mAP_test_abs_values_8 | mAP_test_abs_values_9 | mAP_test_abs_values_10 | mAP_test_abs_values_11 | mAP_test_abs_values_12 | mAP_test_abs_values_13 | mAP_test_abs_values_14 | mAP_test_abs_values_15 | mAP_test_abs_values_16 | mAP_test_abs_values_17 | mAP_test_abs_values_18 | mAP_test_abs_values_19 | mAP_test_abs_values_20 | mAP_test_abs_values_21 | mAP_test_abs_values_22 | mAP_test_abs_values_23 | mAP_test_abs_values_24 | mAP_test_abs_values_25 | mAP_test_abs_values_26 | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 372 | 64 | 0.10 | 32 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 92.12 | 91.04 | 86.65 | 90.34 | 91.36 | 92.34 | 92.72 | 91.74 | 90.60 | 91.53 | 92.39 | 92.24 | 91.22 | 92.81 | 91.81 | 91.69 | 92.17 | 91.78 | 91.33 | 91.72 | 92.45 | 92.82 | 92.91 | 93.34 | 90.93 | 92.11 |
| 1 | 372 | 64 | 0.10 | 32 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 93.40 | 91.56 | 92.13 | 92.96 | 91.14 | 92.09 | 92.32 | 91.80 | 93.95 | 92.57 | 92.24 | 91.63 | 92.14 | 93.19 | 91.11 | 93.27 | 92.94 | 91.58 | 92.74 | 90.64 | 92.80 | 91.55 | 92.83 | 90.50 | 93.18 | 92.03 |
| 2 | 372 | 64 | 0.10 | 32 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 92.34 | 90.95 | 94.14 | 91.01 | 91.80 | 91.53 | 93.38 | 91.91 | 90.24 | 92.78 | 91.12 | 91.89 | 90.05 | 93.41 | 92.84 | 91.85 | 93.21 | 93.60 | 93.60 | 90.82 | 93.36 | 92.66 | 92.98 | 91.29 | 93.46 | 90.43 |
| 3 | 372 | 64 | 0.10 | 32 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 92.08 | 93.51 | 91.98 | 94.03 | 90.96 | 91.19 | 92.18 | 49.17 | 91.83 | 93.64 | 94.54 | 91.39 | 94.03 | 90.79 | 92.47 | 92.48 | 90.23 | 93.22 | 92.11 | 94.55 | 94.65 | 92.38 | 93.95 | 93.68 | 93.29 | 91.59 |
| 8 | 372 | 64 | 0.10 | 48 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 94.17 | 91.92 | 90.97 | 91.57 | 92.38 | 92.89 | 93.97 | 90.24 | 93.22 | 93.32 | 93.04 | 90.21 | 92.46 | 93.65 | 93.25 | 92.21 | 91.31 | 94.17 | 92.22 | 92.54 | 93.43 | 92.49 | 93.49 | 92.86 | 93.29 | 93.83 |
| 9 | 372 | 64 | 0.10 | 48 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 92.62 | 93.56 | 93.26 | 92.67 | 93.52 | 93.53 | 92.38 | 91.04 | 94.23 | 92.36 | 93.06 | 91.36 | 94.22 | 92.25 | 91.14 | 95.16 | 91.92 | 93.77 | 90.91 | 92.26 | 93.41 | 93.80 | 93.09 | 91.70 | 93.15 | 93.18 |
| 10 | 372 | 64 | 0.10 | 48 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 92.17 | 91.63 | 89.70 | 93.07 | 93.00 | 91.47 | 91.83 | 91.24 | 92.41 | 92.83 | 94.23 | 92.51 | 93.37 | 91.63 | 92.89 | 93.28 | 91.85 | 93.35 | 92.85 | 92.84 | 93.85 | 93.75 | 93.20 | 93.01 | 93.73 | 92.46 |
| 11 | 372 | 64 | 0.10 | 48 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 93.35 | 92.55 | 92.53 | 92.60 | 94.11 | 91.76 | 93.58 | 92.27 | 92.82 | 92.96 | 92.31 | 91.41 | 91.77 | 93.77 | 92.54 | 92.01 | 92.51 | 93.23 | 93.29 | 91.19 | 94.29 | 93.41 | 93.09 | 93.78 | 91.67 | 93.60 |
| 16 | 372 | 64 | 0.10 | 64 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 92.10 | 92.45 | 93.65 | 91.87 | 93.42 | 91.60 | 90.56 | 91.31 | 92.43 | 94.50 | 90.55 | 91.68 | 93.06 | 93.86 | 91.79 | 89.76 | 91.75 | 90.89 | 92.04 | 91.45 | 92.97 | 83.20 | 94.64 | 93.47 | 94.52 | 91.48 |
| 17 | 372 | 64 | 0.10 | 64 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 93.43 | 93.16 | 91.55 | 92.90 | 92.70 | 92.35 | 93.55 | 94.05 | 91.73 | 92.56 | 91.96 | 92.51 | 94.23 | 92.47 | 93.10 | 92.48 | 93.37 | 94.98 | 91.79 | 92.17 | 94.36 | 93.32 | 94.04 | 93.33 | 93.36 | 93.79 |
| 18 | 372 | 64 | 0.10 | 64 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 93.23 | 92.11 | 92.77 | 90.21 | 92.08 | 93.01 | 92.55 | 92.57 | 94.16 | 92.44 | 90.63 | 92.99 | 91.60 | 93.36 | 92.51 | 91.60 | 92.73 | 93.44 | 92.49 | 93.13 | 93.44 | 93.64 | 92.79 | 91.19 | 92.66 | 91.98 |
| 19 | 372 | 64 | 0.10 | 64 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 93.63 | 92.69 | 94.80 | 93.72 | 94.68 | 92.60 | 94.50 | 93.09 | 94.08 | 94.59 | 92.95 | 91.85 | 92.31 | 91.85 | 92.03 | 95.36 | 93.08 | 92.31 | 93.43 | 91.97 | 94.22 | 94.23 | 93.11 | 93.67 | 92.90 | 93.53 |
| 24 | 372 | 64 | 0.10 | 32 | 0.00100 | 36 | 0.000000e+00 | 0.000000e+00 | 92.82 | 93.19 | 91.81 | 90.94 | 92.74 | 91.19 | 93.54 | 92.84 | 90.34 | 92.50 | 92.39 | 93.50 | 92.13 | 93.51 | 91.72 | 91.60 | 91.22 | 93.17 | 91.51 | 92.62 | 94.28 | 93.71 | 92.24 | 93.19 | 93.61 | 93.50 |
| 25 | 372 | 64 | 0.10 | 32 | 0.00100 | 36 | 0.000000e+00 | 1.000000e-08 | 93.57 | 92.95 | 93.91 | 92.98 | 93.17 | 91.92 | 93.04 | 92.33 | 93.08 | 92.60 | 92.04 | 93.09 | 94.20 | 93.60 | 91.75 | 93.10 | 94.47 | 92.42 | 91.17 | 91.25 | 92.62 | 92.72 | 93.20 | 92.86 | 93.09 | 92.84 |
| 26 | 372 | 64 | 0.10 | 32 | 0.00100 | 36 | 1.000000e-08 | 0.000000e+00 | 91.91 | 91.04 | 93.73 | 92.11 | 91.32 | 91.36 | 90.88 | 90.59 | 91.46 | 91.51 | 91.92 | 92.26 | 91.19 | 90.23 | 90.51 | 93.71 | 92.20 | 89.86 | 91.89 | 92.68 | 91.98 | 93.29 | 93.15 | 91.71 | 92.93 | 92.58 |
| 27 | 372 | 64 | 0.10 | 32 | 0.00100 | 36 | 1.000000e-08 | 1.000000e-08 | 92.68 | 92.18 | 93.16 | 91.61 | 94.45 | 92.40 | 92.75 | 91.58 | 92.22 | 92.52 | 92.81 | 91.25 | 90.61 | 92.78 | 92.88 | 91.38 | 92.11 | 91.48 | 92.00 | 90.53 | 92.51 | 92.43 | 94.20 | 92.45 | 91.87 | 92.08 |
| 32 | 372 | 64 | 0.10 | 48 | 0.00100 | 36 | 0.000000e+00 | 0.000000e+00 | 92.14 | 90.78 | 93.30 | 94.00 | 90.94 | 91.50 | 91.02 | 91.57 | 91.51 | 92.20 | 92.36 | 91.31 | 91.76 | 93.30 | 89.34 | 91.36 | 94.02 | 92.09 | 91.00 | 92.85 | 93.89 | 94.02 | 91.74 | 92.48 | 92.36 | 91.43 |
| 33 | 372 | 64 | 0.10 | 48 | 0.00100 | 36 | 0.000000e+00 | 1.000000e-08 | 91.90 | 92.39 | 94.51 | 92.93 | 91.03 | 90.67 | 93.93 | 94.27 | 91.58 | 93.99 | 90.88 | 93.44 | 93.51 | 91.99 | 94.14 | 92.56 | 91.23 | 90.58 | 93.13 | 91.69 | 95.48 | 94.15 | 92.23 | 94.93 | 90.95 | 93.11 |
| 34 | 372 | 64 | 0.10 | 48 | 0.00100 | 36 | 1.000000e-08 | 0.000000e+00 | 49.17 | 91.89 | 92.48 | 92.94 | 91.49 | 91.76 | 92.00 | 92.52 | 91.29 | 91.39 | 91.43 | 92.50 | 91.22 | 91.68 | 90.32 | 92.66 | 92.07 | 91.64 | 92.11 | 91.45 | 93.32 | 92.40 | 93.71 | 92.04 | 92.95 | 91.80 |
| 35 | 372 | 64 | 0.10 | 48 | 0.00100 | 36 | 1.000000e-08 | 1.000000e-08 | 94.01 | 93.44 | 93.51 | 92.30 | 92.41 | 92.63 | 92.21 | 93.14 | 92.82 | 89.76 | 91.78 | 89.43 | 92.14 | 92.10 | 91.83 | 92.60 | 93.10 | 91.38 | 92.27 | 92.61 | 94.39 | 93.70 | 94.31 | 91.67 | 92.03 | 91.56 |
| 40 | 372 | 64 | 0.10 | 64 | 0.00100 | 36 | 0.000000e+00 | 0.000000e+00 | 89.02 | 91.90 | 93.56 | 92.94 | 93.25 | 91.08 | 92.70 | 90.92 | 92.45 | 92.60 | 92.19 | 92.81 | 90.51 | 92.71 | 92.35 | 91.95 | 91.25 | 91.93 | 92.35 | 94.28 | 90.52 | 92.46 | 93.14 | 91.70 | 93.28 | 90.51 |
| 41 | 372 | 64 | 0.10 | 64 | 0.00100 | 36 | 0.000000e+00 | 1.000000e-08 | 93.98 | 93.01 | 92.71 | 90.87 | 93.43 | 91.28 | 93.01 | 92.97 | 93.23 | 92.87 | 92.25 | 92.94 | 92.64 | 93.77 | 90.80 | 92.88 | 93.53 | 92.20 | 94.02 | 90.97 | 94.56 | 93.55 | 94.29 | 93.42 | 93.20 | 92.97 |
| 42 | 372 | 64 | 0.10 | 64 | 0.00100 | 36 | 1.000000e-08 | 0.000000e+00 | 93.16 | 92.21 | 94.01 | 92.55 | 93.85 | 93.46 | 93.85 | 93.50 | 92.23 | 92.84 | 92.35 | 91.50 | 93.22 | 92.93 | 94.25 | 93.42 | 93.83 | 92.71 | 93.12 | 93.23 | 93.54 | 93.19 | 94.18 | 93.76 | 92.82 | 91.49 |
| 43 | 372 | 64 | 0.10 | 64 | 0.00100 | 36 | 1.000000e-08 | 1.000000e-08 | 93.86 | 93.90 | 93.02 | 94.00 | 92.77 | 93.35 | 92.87 | 94.33 | 94.50 | 93.76 | 93.35 | 93.28 | 93.75 | 93.61 | 92.09 | 93.31 | 92.50 | 94.55 | 93.21 | 92.45 | 93.39 | 94.56 | 92.42 | 92.97 | 94.09 | 93.32 |
| 48 | 372 | 64 | 0.10 | 32 | 0.00100 | 48 | 0.000000e+00 | 0.000000e+00 | 93.38 | 91.87 | 92.30 | 91.50 | 93.56 | 91.82 | 93.68 | 90.87 | 92.02 | 91.24 | 91.27 | 90.08 | 91.92 | 92.96 | 93.07 | 91.61 | 92.63 | 91.10 | 91.86 | 92.05 | 93.37 | 91.22 | 92.79 | 93.54 | 93.62 | 91.64 |
| 49 | 372 | 64 | 0.10 | 32 | 0.00100 | 48 | 0.000000e+00 | 1.000000e-08 | 93.50 | 92.89 | 92.55 | 92.03 | 92.11 | 90.18 | 91.43 | 92.93 | 91.99 | 91.92 | 92.81 | 91.56 | 92.06 | 91.11 | 91.83 | 91.39 | 91.45 | 90.56 | 92.32 | 90.89 | 94.34 | 92.75 | 95.01 | 90.62 | 92.57 | 91.00 |
| 50 | 372 | 64 | 0.10 | 32 | 0.00100 | 48 | 1.000000e-08 | 0.000000e+00 | 92.31 | 93.75 | 91.37 | 91.48 | 91.54 | 91.36 | 90.16 | 91.80 | 91.54 | 92.00 | 91.67 | 92.80 | 92.98 | 92.16 | 91.74 | 93.71 | 93.38 | 94.30 | 93.06 | 91.46 | 93.54 | 93.98 | 92.43 | 91.93 | 91.88 | 93.15 |
| 51 | 372 | 64 | 0.10 | 32 | 0.00100 | 48 | 1.000000e-08 | 1.000000e-08 | 92.19 | 92.88 | 93.97 | 92.19 | 93.16 | 90.91 | 93.13 | 90.67 | 91.79 | 91.91 | 92.76 | 93.82 | 91.71 | 92.02 | 92.00 | 93.36 | 92.78 | 92.36 | 92.74 | 93.32 | 93.21 | 93.40 | 93.77 | 93.27 | 93.35 | 92.16 |
| 56 | 372 | 64 | 0.10 | 48 | 0.00100 | 48 | 0.000000e+00 | 0.000000e+00 | 91.88 | 93.41 | 92.34 | 91.63 | 92.30 | 92.20 | 91.96 | 92.19 | 91.76 | 92.09 | 92.98 | 91.46 | 90.54 | 91.46 | 92.46 | 92.65 | 92.85 | 92.72 | 93.34 | 91.51 | 93.29 | 92.62 | 92.41 | 91.88 | 91.74 | 93.21 |
| 57 | 372 | 64 | 0.10 | 48 | 0.00100 | 48 | 0.000000e+00 | 1.000000e-08 | 93.53 | 92.80 | 93.90 | 91.68 | 91.12 | 91.21 | 93.23 | 92.10 | 92.72 | 91.07 | 93.27 | 91.25 | 93.27 | 93.36 | 90.51 | 92.51 | 92.55 | 91.93 | 93.53 | 91.69 | 92.28 | 91.61 | 93.77 | 93.44 | 92.73 | 93.20 |
| 58 | 372 | 64 | 0.10 | 48 | 0.00100 | 48 | 1.000000e-08 | 0.000000e+00 | 93.22 | 92.21 | 93.58 | 91.61 | 93.48 | 91.28 | 93.19 | 90.83 | 92.49 | 91.73 | 91.65 | 92.28 | 91.65 | 92.80 | 90.99 | 92.95 | 93.97 | 91.50 | 92.70 | 91.54 | 93.38 | 93.19 | 93.47 | 92.13 | 92.45 | 49.17 |
| 59 | 372 | 64 | 0.10 | 48 | 0.00100 | 48 | 1.000000e-08 | 1.000000e-08 | 90.10 | 91.37 | 93.77 | 91.38 | 93.19 | 91.57 | 93.03 | 91.58 | 93.38 | 91.44 | 92.98 | 92.24 | 92.96 | 92.88 | 92.10 | 92.20 | 92.65 | 93.22 | 91.31 | 92.42 | 91.40 | 93.16 | 93.84 | 92.52 | 92.60 | 92.06 |
| 64 | 372 | 64 | 0.10 | 64 | 0.00100 | 48 | 0.000000e+00 | 0.000000e+00 | 92.84 | 92.94 | 91.61 | 92.44 | 93.00 | 90.75 | 92.87 | 92.01 | 92.30 | 91.18 | 91.78 | 91.50 | 91.34 | 91.95 | 93.02 | 93.42 | 92.77 | 92.72 | 92.63 | 93.40 | 94.48 | 93.19 | 93.17 | 92.44 | 93.64 | 90.93 |
| 65 | 372 | 64 | 0.10 | 64 | 0.00100 | 48 | 0.000000e+00 | 1.000000e-08 | 92.47 | 93.10 | 93.54 | 90.97 | 93.53 | 90.57 | 91.09 | 91.94 | 94.58 | 92.44 | 93.34 | 92.24 | 93.27 | 93.07 | 91.89 | 92.64 | 92.03 | 93.14 | 92.30 | 91.95 | 94.97 | 93.58 | 93.48 | 92.84 | 93.18 | 93.06 |
| 66 | 372 | 64 | 0.10 | 64 | 0.00100 | 48 | 1.000000e-08 | 0.000000e+00 | 90.01 | 94.43 | 91.69 | 91.20 | 92.32 | 91.71 | 92.81 | 92.55 | 93.41 | 92.62 | 93.47 | 90.14 | 91.74 | 94.06 | 90.84 | 91.99 | 91.01 | 91.40 | 93.18 | 93.16 | 91.71 | 93.53 | 93.20 | 92.91 | 92.07 | 92.32 |
| 67 | 372 | 64 | 0.10 | 64 | 0.00100 | 48 | 1.000000e-08 | 1.000000e-08 | 95.07 | 93.61 | 92.11 | 93.94 | 92.54 | 91.74 | 90.64 | 94.18 | 91.31 | 95.52 | 92.67 | 91.54 | 91.17 | 93.41 | 92.26 | 92.10 | 93.88 | 92.25 | 91.88 | 92.75 | 93.52 | 93.44 | 93.94 | 92.53 | 92.93 | 90.67 |
| 72 | 372 | 64 | 0.10 | 32 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 91.71 | 90.23 | 91.11 | 91.58 | 92.37 | 91.49 | 91.20 | 89.55 | 91.87 | 91.35 | 92.40 | 91.02 | 92.53 | 91.70 | 91.43 | 89.91 | 93.95 | 92.39 | 93.43 | 93.31 | 92.97 | 90.99 | 90.91 | 93.63 | 92.60 | 91.24 |
| 73 | 372 | 64 | 0.10 | 32 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 92.41 | 93.09 | 91.28 | 91.67 | 91.95 | 91.31 | 92.19 | 90.85 | 92.34 | 93.33 | 94.36 | 89.47 | 90.39 | 89.06 | 91.76 | 94.22 | 91.74 | 92.39 | 94.83 | 93.14 | 95.39 | 92.17 | 91.78 | 93.65 | 92.75 | 93.80 |
| 74 | 372 | 64 | 0.10 | 32 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 90.67 | 93.31 | 94.84 | 92.31 | 94.08 | 91.07 | 92.57 | 91.37 | 91.38 | 91.77 | 92.10 | 92.39 | 93.30 | 93.16 | 91.33 | 93.27 | 93.62 | 90.62 | 91.62 | 92.77 | 93.23 | 92.65 | 92.92 | 92.59 | 92.33 | 93.16 |
| 75 | 372 | 64 | 0.10 | 32 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 90.42 | 92.73 | 93.16 | 93.91 | 94.29 | 93.05 | 91.92 | 92.68 | 93.27 | 92.79 | 93.74 | 91.58 | 93.20 | 92.17 | 91.80 | 93.42 | 93.05 | 91.55 | 93.09 | 92.23 | 93.35 | 93.55 | 92.52 | 90.32 | 91.71 | 91.40 |
| 80 | 372 | 64 | 0.10 | 48 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 92.45 | 93.09 | 93.92 | 92.46 | 92.91 | 92.09 | 91.64 | 93.06 | 91.36 | 90.60 | 93.30 | 90.39 | 92.89 | 89.92 | 91.90 | 93.07 | 91.18 | 90.82 | 90.65 | 92.67 | 93.77 | 93.51 | 92.19 | 92.06 | 87.56 | 90.97 |
| 81 | 372 | 64 | 0.10 | 48 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 92.36 | 93.43 | 93.33 | 92.43 | 92.39 | 92.94 | 91.47 | 92.22 | 91.32 | 93.05 | 92.59 | 91.93 | 92.74 | 93.77 | 91.57 | 91.93 | 93.70 | 93.38 | 94.57 | 91.37 | 93.15 | 91.73 | 92.77 | 92.38 | 94.82 | 93.29 |
| 82 | 372 | 64 | 0.10 | 48 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 92.43 | 92.64 | 93.28 | 92.21 | 93.26 | 91.04 | 91.78 | 92.23 | 91.43 | 92.32 | 92.61 | 91.93 | 93.11 | 92.76 | 92.78 | 92.21 | 94.07 | 92.54 | 93.54 | 92.46 | 93.58 | 94.00 | 93.88 | 92.20 | 93.14 | 93.68 |
| 83 | 372 | 64 | 0.10 | 48 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 93.42 | 91.93 | 93.90 | 93.08 | 92.42 | 91.58 | 91.66 | 94.31 | 93.27 | 92.70 | 93.72 | 91.19 | 93.40 | 93.09 | 91.70 | 92.60 | 94.45 | 92.96 | 93.46 | 93.66 | 93.13 | 91.65 | 95.18 | 92.21 | 93.66 | 92.92 |
| 88 | 372 | 64 | 0.10 | 64 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 92.32 | 93.30 | 92.08 | 83.40 | 92.98 | 91.32 | 91.50 | 94.02 | 91.48 | 91.59 | 92.13 | 92.38 | 92.28 | 93.24 | 91.27 | 92.67 | 93.81 | 92.10 | 91.87 | 94.11 | 93.33 | 90.78 | 87.92 | 93.02 | 94.36 | 91.26 |
| 89 | 372 | 64 | 0.10 | 64 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 91.64 | 92.76 | 93.75 | 93.26 | 92.46 | 90.27 | 92.19 | 94.02 | 93.09 | 94.75 | 93.86 | 92.31 | 91.94 | 93.84 | 92.49 | 94.05 | 94.27 | 89.24 | 92.97 | 92.18 | 93.35 | 95.08 | 93.23 | 93.06 | 93.76 | 93.14 |
| 90 | 372 | 64 | 0.10 | 64 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 92.49 | 91.23 | 92.28 | 95.10 | 92.50 | 92.60 | 94.15 | 94.01 | 92.79 | 93.01 | 90.77 | 91.03 | 92.31 | 92.25 | 91.75 | 92.01 | 92.77 | 93.53 | 94.08 | 93.29 | 94.76 | 94.18 | 92.91 | 92.61 | 93.16 | 92.64 |
| 91 | 372 | 64 | 0.10 | 64 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 94.08 | 91.29 | 91.74 | 91.85 | 92.74 | 90.44 | 93.19 | 93.97 | 90.68 | 92.63 | 93.03 | 92.93 | 91.46 | 92.38 | 92.10 | 91.17 | 93.36 | 92.02 | 92.15 | 92.09 | 93.20 | 94.44 | 94.11 | 91.63 | 91.98 | 92.05 |
| 96 | 372 | 64 | 0.10 | 32 | 0.00001 | 36 | 0.000000e+00 | 0.000000e+00 | 92.39 | 93.51 | 92.07 | 91.99 | 91.23 | 91.47 | 94.20 | 93.51 | 92.70 | 92.20 | 91.61 | 94.17 | 92.16 | 93.28 | 92.30 | 91.91 | 92.24 | 93.44 | 92.63 | 91.53 | 92.11 | 94.14 | 94.34 | 92.16 | 92.31 | 91.91 |
| 97 | 372 | 64 | 0.10 | 32 | 0.00001 | 36 | 0.000000e+00 | 1.000000e-08 | 92.42 | 93.91 | 93.45 | 91.91 | 92.93 | 91.37 | 92.69 | 90.48 | 91.93 | 90.59 | 91.71 | 90.52 | 92.57 | 92.51 | 92.29 | 92.41 | 91.26 | 92.47 | 92.24 | 93.03 | 92.57 | 93.54 | 93.82 | 92.44 | 92.81 | 92.48 |
| 98 | 372 | 64 | 0.10 | 32 | 0.00001 | 36 | 1.000000e-08 | 0.000000e+00 | 93.58 | 92.26 | 95.01 | 92.36 | 91.79 | 91.71 | 94.30 | 91.43 | 92.53 | 90.73 | 91.85 | 90.56 | 93.19 | 93.28 | 91.13 | 94.10 | 93.77 | 93.07 | 94.39 | 93.55 | 93.64 | 94.96 | 94.58 | 92.27 | 92.72 | 92.65 |
| 99 | 372 | 64 | 0.10 | 32 | 0.00001 | 36 | 1.000000e-08 | 1.000000e-08 | 92.23 | 89.49 | 91.66 | 88.03 | 91.12 | 92.40 | 88.50 | 92.25 | 91.79 | 91.42 | 92.33 | 91.58 | 92.30 | 91.54 | 90.01 | 92.94 | 91.53 | 91.01 | 92.91 | 91.51 | 92.84 | 93.45 | 94.17 | 91.01 | 90.70 | 91.35 |
| 104 | 372 | 64 | 0.10 | 48 | 0.00001 | 36 | 0.000000e+00 | 0.000000e+00 | 92.42 | 92.13 | 92.89 | 92.78 | 92.43 | 89.64 | 92.46 | 92.09 | 93.07 | 91.13 | 93.30 | 91.07 | 92.08 | 92.30 | 92.61 | 91.82 | 93.55 | 90.99 | 93.18 | 91.32 | 93.87 | 93.31 | 93.16 | 93.57 | 92.05 | 92.91 |
| 105 | 372 | 64 | 0.10 | 48 | 0.00001 | 36 | 0.000000e+00 | 1.000000e-08 | 90.91 | 93.48 | 94.06 | 92.91 | 90.86 | 91.93 | 91.50 | 92.64 | 91.06 | 94.23 | 92.47 | 91.70 | 94.62 | 92.28 | 92.42 | 94.46 | 92.87 | 93.25 | 93.21 | 93.75 | 91.87 | 93.45 | 94.07 | 93.14 | 93.09 | 93.98 |
| 106 | 372 | 64 | 0.10 | 48 | 0.00001 | 36 | 1.000000e-08 | 0.000000e+00 | 91.23 | 91.97 | 93.19 | 92.83 | 92.75 | 91.14 | 91.99 | 91.20 | 92.17 | 92.51 | 90.82 | 90.55 | 92.59 | 93.04 | 90.96 | 94.24 | 91.58 | 92.27 | 93.98 | 93.32 | 92.80 | 93.98 | 92.26 | 93.09 | 92.19 | 93.23 |
| 107 | 372 | 64 | 0.10 | 48 | 0.00001 | 36 | 1.000000e-08 | 1.000000e-08 | 92.81 | 93.21 | 93.78 | 93.21 | 93.13 | 92.80 | 90.82 | 93.18 | 93.58 | 92.97 | 90.90 | 92.26 | 93.96 | 91.90 | 92.48 | 91.79 | 92.90 | 93.41 | 93.05 | 93.05 | 94.88 | 93.79 | 92.95 | 93.42 | 93.19 | 92.71 |
| 112 | 372 | 64 | 0.10 | 64 | 0.00001 | 36 | 0.000000e+00 | 0.000000e+00 | 93.18 | 94.69 | 90.19 | 90.86 | 92.83 | 91.24 | 92.60 | 92.11 | 92.51 | 93.39 | 91.89 | 92.58 | 92.94 | 92.97 | 91.96 | 94.37 | 92.77 | 92.08 | 94.17 | 91.09 | 92.24 | 92.95 | 94.63 | 92.17 | 93.10 | 92.74 |
| 113 | 372 | 64 | 0.10 | 64 | 0.00001 | 36 | 0.000000e+00 | 1.000000e-08 | 93.40 | 92.17 | 92.68 | 93.83 | 93.99 | 93.12 | 91.29 | 94.38 | 91.79 | 92.98 | 92.91 | 92.93 | 92.11 | 91.14 | 93.32 | 93.17 | 92.14 | 92.94 | 93.55 | 93.06 | 92.74 | 92.11 | 92.29 | 92.69 | 93.13 | 90.73 |
| 114 | 372 | 64 | 0.10 | 64 | 0.00001 | 36 | 1.000000e-08 | 0.000000e+00 | 93.26 | 94.18 | 94.21 | 92.54 | 94.25 | 91.12 | 91.30 | 91.98 | 94.42 | 93.24 | 93.57 | 93.04 | 92.59 | 91.94 | 91.82 | 93.09 | 92.99 | 93.01 | 93.01 | 92.94 | 93.18 | 93.15 | 93.47 | 92.86 | 92.74 | 91.99 |
| 115 | 372 | 64 | 0.10 | 64 | 0.00001 | 36 | 1.000000e-08 | 1.000000e-08 | 93.42 | 91.84 | 92.38 | 92.41 | 94.15 | 93.43 | 93.02 | 93.35 | 93.51 | 92.65 | 92.92 | 92.02 | 92.35 | 96.18 | 90.35 | 92.75 | 93.93 | 94.07 | 92.83 | 91.79 | 94.07 | 93.67 | 93.85 | 91.94 | 93.67 | 92.54 |
| 120 | 372 | 64 | 0.10 | 32 | 0.00001 | 48 | 0.000000e+00 | 0.000000e+00 | 92.04 | 93.93 | 91.77 | 91.37 | 92.99 | 89.93 | 90.21 | 91.50 | 93.11 | 92.21 | 91.11 | 91.72 | 91.98 | 92.70 | 91.13 | 93.49 | 91.80 | 89.93 | 91.89 | 91.75 | 93.16 | 94.31 | 93.76 | 93.50 | 91.52 | 92.11 |
| 121 | 372 | 64 | 0.10 | 32 | 0.00001 | 48 | 0.000000e+00 | 1.000000e-08 | 92.46 | 92.58 | 93.56 | 93.49 | 93.01 | 91.24 | 91.60 | 91.89 | 92.72 | 91.95 | 92.63 | 92.60 | 94.15 | 91.62 | 92.71 | 92.91 | 92.94 | 92.70 | 92.48 | 93.40 | 94.04 | 92.78 | 93.60 | 93.21 | 93.28 | 92.33 |
| 122 | 372 | 64 | 0.10 | 32 | 0.00001 | 48 | 1.000000e-08 | 0.000000e+00 | 91.13 | 91.20 | 93.72 | 92.77 | 91.78 | 90.42 | 91.35 | 92.21 | 93.19 | 91.02 | 91.16 | 91.48 | 90.78 | 94.78 | 92.10 | 92.69 | 91.34 | 91.23 | 92.59 | 92.67 | 94.86 | 92.41 | 93.42 | 91.90 | 93.40 | 90.98 |
| 123 | 372 | 64 | 0.10 | 32 | 0.00001 | 48 | 1.000000e-08 | 1.000000e-08 | 93.19 | 90.46 | 92.80 | 91.36 | 92.49 | 90.44 | 90.11 | 91.78 | 91.53 | 91.98 | 91.66 | 90.24 | 93.17 | 89.54 | 90.53 | 91.61 | 91.24 | 91.32 | 92.43 | 90.15 | 92.49 | 93.72 | 92.73 | 91.47 | 92.30 | 92.94 |
| 128 | 372 | 64 | 0.10 | 48 | 0.00001 | 48 | 0.000000e+00 | 0.000000e+00 | 91.95 | 92.10 | 93.17 | 90.78 | 93.93 | 90.75 | 90.13 | 92.77 | 90.85 | 91.31 | 90.85 | 91.66 | 93.55 | 91.79 | 90.87 | 92.62 | 91.75 | 91.72 | 91.70 | 92.72 | 94.25 | 92.95 | 93.97 | 90.75 | 93.00 | 91.89 |
| 129 | 372 | 64 | 0.10 | 48 | 0.00001 | 48 | 0.000000e+00 | 1.000000e-08 | 92.76 | 92.95 | 92.57 | 91.95 | 91.70 | 93.48 | 92.45 | 91.81 | 92.80 | 93.32 | 92.57 | 92.67 | 91.60 | 91.18 | 91.39 | 94.59 | 91.41 | 92.72 | 92.33 | 93.47 | 93.79 | 93.66 | 94.08 | 93.33 | 94.41 | 93.11 |
| 130 | 372 | 64 | 0.10 | 48 | 0.00001 | 48 | 1.000000e-08 | 0.000000e+00 | 93.13 | 90.87 | 93.36 | 92.28 | 91.93 | 91.06 | 92.41 | 92.38 | 92.14 | 92.06 | 91.84 | 93.16 | 91.25 | 91.46 | 91.81 | 92.35 | 92.56 | 93.40 | 93.43 | 92.26 | 93.41 | 93.08 | 91.76 | 92.55 | 91.50 | 93.09 |
| 131 | 372 | 64 | 0.10 | 48 | 0.00001 | 48 | 1.000000e-08 | 1.000000e-08 | 91.97 | 92.46 | 93.52 | 91.94 | 93.19 | 92.21 | 91.94 | 93.90 | 91.80 | 93.12 | 93.06 | 94.34 | 92.73 | 91.89 | 91.25 | 92.57 | 92.24 | 91.60 | 92.74 | 92.02 | 92.75 | 91.91 | 93.14 | 91.96 | 93.03 | 91.35 |
| 136 | 372 | 64 | 0.10 | 64 | 0.00001 | 48 | 0.000000e+00 | 0.000000e+00 | 92.37 | 92.69 | 92.42 | 93.16 | 90.86 | 91.24 | 91.85 | 91.76 | 92.04 | 92.13 | 91.98 | 91.65 | 94.21 | 93.75 | 91.96 | 93.89 | 93.04 | 93.58 | 90.71 | 92.17 | 93.10 | 91.43 | 93.85 | 91.50 | 92.36 | 90.26 |
| 137 | 372 | 64 | 0.10 | 64 | 0.00001 | 48 | 0.000000e+00 | 1.000000e-08 | 94.60 | 92.75 | 93.90 | 92.90 | 92.27 | 92.81 | 92.84 | 91.48 | 94.40 | 94.00 | 91.61 | 91.77 | 94.21 | 93.71 | 91.28 | 92.90 | 91.95 | 92.52 | 93.17 | 92.83 | 93.74 | 91.60 | 94.33 | 93.68 | 92.73 | 91.67 |
| 138 | 372 | 64 | 0.10 | 64 | 0.00001 | 48 | 1.000000e-08 | 0.000000e+00 | 91.93 | 92.61 | 91.69 | 92.24 | 93.64 | 91.63 | 91.22 | 92.90 | 91.10 | 94.31 | 92.07 | 92.75 | 91.66 | 90.98 | 92.22 | 92.57 | 91.50 | 89.62 | 91.24 | 93.45 | 93.64 | 95.04 | 94.38 | 94.80 | 92.52 | 92.27 |
| 139 | 372 | 64 | 0.10 | 64 | 0.00001 | 48 | 1.000000e-08 | 1.000000e-08 | 92.92 | 94.35 | 93.09 | 92.73 | 91.80 | 90.73 | 90.92 | 92.48 | 93.84 | 91.87 | 92.53 | 92.22 | 92.88 | 93.50 | 93.73 | 94.04 | 94.37 | 91.64 | 91.25 | 92.69 | 91.91 | 93.60 | 93.70 | 91.29 | 91.84 | 94.03 |
| 144 | 372 | 64 | 0.01 | 32 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 90.04 | 90.45 | 92.93 | 90.47 | 91.88 | 91.31 | 89.73 | 91.56 | 92.43 | 91.33 | 89.92 | 92.60 | 90.05 | 91.07 | 89.38 | 91.58 | 88.90 | 92.23 | 90.96 | 91.98 | 90.79 | 90.81 | 91.72 | 93.05 | 91.68 | 92.87 |
| 145 | 372 | 64 | 0.01 | 32 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 88.55 | 90.06 | 92.74 | 91.18 | 92.54 | 91.24 | 89.20 | 89.12 | 92.36 | 90.30 | 91.79 | 90.29 | 91.05 | 91.46 | 90.79 | 92.36 | 91.67 | 91.09 | 91.34 | 88.97 | 91.98 | 92.23 | 92.31 | 91.45 | 92.40 | 91.03 |
| 146 | 372 | 64 | 0.01 | 32 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 90.40 | 90.18 | 92.46 | 90.98 | 90.64 | 90.33 | 91.58 | 90.69 | 92.13 | 90.58 | 91.82 | 92.22 | 88.74 | 91.30 | 91.59 | 90.26 | 90.72 | 91.53 | 92.78 | 90.85 | 92.90 | 90.87 | 92.61 | 90.58 | 92.97 | 90.38 |
| 147 | 372 | 64 | 0.01 | 32 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 90.96 | 90.48 | 90.79 | 91.80 | 90.90 | 92.30 | 91.53 | 91.71 | 90.61 | 90.83 | 91.17 | 91.01 | 90.32 | 92.97 | 89.08 | 90.08 | 92.42 | 91.65 | 92.29 | 90.96 | 92.31 | 91.27 | 93.35 | 92.34 | 91.59 | 90.89 |
| 152 | 372 | 64 | 0.01 | 48 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 91.96 | 90.31 | 92.11 | 92.29 | 91.66 | 91.78 | 91.78 | 91.32 | 91.02 | 92.49 | 91.55 | 92.36 | 92.00 | 92.48 | 91.13 | 90.46 | 91.34 | 90.92 | 92.55 | 90.02 | 93.64 | 93.11 | 92.99 | 92.19 | 92.59 | 91.40 |
| 153 | 372 | 64 | 0.01 | 48 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 93.24 | 92.26 | 91.37 | 93.64 | 93.31 | 91.57 | 91.09 | 91.02 | 91.71 | 92.75 | 93.08 | 92.22 | 90.81 | 91.41 | 91.36 | 90.10 | 91.47 | 91.02 | 92.33 | 93.66 | 92.53 | 92.95 | 92.04 | 92.40 | 88.91 | 88.96 |
| 154 | 372 | 64 | 0.01 | 48 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 92.91 | 94.20 | 93.00 | 91.22 | 93.12 | 90.93 | 92.49 | 91.00 | 90.34 | 90.41 | 93.04 | 91.42 | 91.96 | 90.70 | 90.86 | 90.50 | 92.76 | 92.45 | 94.97 | 93.43 | 93.05 | 94.00 | 93.16 | 90.18 | 92.95 | 93.96 |
| 155 | 372 | 64 | 0.01 | 48 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 94.44 | 93.89 | 93.02 | 92.51 | 91.29 | 89.77 | 90.36 | 90.30 | 92.07 | 94.01 | 92.02 | 91.73 | 91.70 | 91.62 | 91.45 | 91.13 | 92.01 | 91.84 | 91.34 | 92.03 | 91.57 | 93.06 | 91.76 | 91.74 | 93.56 | 92.05 |
| 160 | 372 | 64 | 0.01 | 64 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 94.23 | 90.77 | 91.31 | 92.16 | 91.09 | 91.81 | 91.01 | 90.96 | 91.39 | 93.58 | 92.83 | 93.24 | 92.20 | 94.24 | 90.89 | 91.34 | 92.06 | 91.41 | 92.28 | 92.32 | 92.35 | 92.56 | 92.77 | 89.63 | 92.28 | 92.31 |
| 161 | 372 | 64 | 0.01 | 64 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 91.77 | 91.70 | 92.32 | 91.76 | 90.76 | 92.63 | 92.23 | 91.17 | 91.25 | 93.11 | 93.56 | 93.43 | 92.36 | 92.29 | 90.49 | 92.59 | 91.51 | 89.70 | 94.30 | 92.76 | 94.07 | 91.29 | 93.00 | 91.54 | 92.20 | 92.32 |
| 162 | 372 | 64 | 0.01 | 64 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 89.67 | 90.09 | 94.05 | 91.91 | 91.98 | 91.25 | 91.99 | 93.79 | 91.14 | 92.61 | 92.28 | 91.69 | 91.10 | 92.12 | 91.69 | 92.64 | 92.14 | 91.52 | 94.23 | 93.26 | 93.35 | 92.58 | 91.85 | 92.29 | 91.65 | 91.69 |
| 163 | 372 | 64 | 0.01 | 64 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 92.67 | 92.02 | 93.27 | 92.10 | 92.05 | 92.80 | 93.18 | 92.23 | 91.75 | 90.72 | 91.93 | 90.49 | 92.55 | 90.35 | 92.68 | 92.02 | 92.00 | 90.23 | 92.26 | 90.88 | 93.17 | 93.11 | 93.72 | 93.18 | 92.19 | 92.99 |
| 168 | 372 | 64 | 0.01 | 32 | 0.00100 | 36 | 0.000000e+00 | 0.000000e+00 | 90.61 | 90.67 | 89.62 | 92.00 | 90.44 | 92.87 | 91.24 | 90.74 | 88.86 | 92.70 | 91.94 | 89.15 | 90.86 | 91.24 | 91.58 | 91.72 | 91.23 | 92.49 | 91.31 | 90.38 | 92.44 | 92.75 | 92.35 | 90.36 | 90.35 | 90.95 |
| 169 | 372 | 64 | 0.01 | 32 | 0.00100 | 36 | 0.000000e+00 | 1.000000e-08 | 89.07 | 89.46 | 89.81 | 90.83 | 91.68 | 91.35 | 90.06 | 91.95 | 89.98 | 90.51 | 94.96 | 92.64 | 91.65 | 90.67 | 90.57 | 93.00 | 92.37 | 91.79 | 91.16 | 88.90 | 91.40 | 92.09 | 92.74 | 89.05 | 93.20 | 92.47 |
| 170 | 372 | 64 | 0.01 | 32 | 0.00100 | 36 | 1.000000e-08 | 0.000000e+00 | 90.40 | 90.71 | 91.87 | 91.32 | 90.84 | 91.59 | 89.61 | 88.45 | 90.87 | 91.43 | 92.68 | 87.93 | 90.13 | 93.16 | 91.60 | 90.41 | 93.20 | 91.06 | 92.49 | 89.21 | 91.64 | 92.20 | 92.04 | 92.71 | 91.04 | 90.30 |
| 171 | 372 | 64 | 0.01 | 32 | 0.00100 | 36 | 1.000000e-08 | 1.000000e-08 | 94.08 | 91.36 | 92.68 | 91.79 | 91.19 | 93.00 | 89.93 | 91.93 | 92.24 | 91.53 | 90.58 | 91.26 | 92.04 | 90.87 | 93.09 | 90.76 | 92.33 | 90.81 | 93.06 | 90.99 | 91.15 | 92.58 | 91.67 | 92.67 | 92.47 | 90.30 |
| 176 | 372 | 64 | 0.01 | 48 | 0.00100 | 36 | 0.000000e+00 | 0.000000e+00 | 90.52 | 91.57 | 91.59 | 90.89 | 92.19 | 90.81 | 92.14 | 90.51 | 93.11 | 93.85 | 92.53 | 92.45 | 93.05 | 93.30 | 91.16 | 91.45 | 91.88 | 91.43 | 93.79 | 91.21 | 93.89 | 93.21 | 92.93 | 92.25 | 93.62 | 91.99 |
| 177 | 372 | 64 | 0.01 | 48 | 0.00100 | 36 | 0.000000e+00 | 1.000000e-08 | 93.03 | 91.43 | 92.54 | 91.09 | 92.54 | 92.40 | 92.04 | 90.68 | 92.82 | 90.41 | 92.42 | 90.24 | 89.89 | 93.15 | 91.38 | 92.93 | 94.68 | 91.51 | 92.26 | 91.98 | 92.35 | 94.34 | 93.31 | 92.53 | 91.72 | 93.30 |
| 178 | 372 | 64 | 0.01 | 48 | 0.00100 | 36 | 1.000000e-08 | 0.000000e+00 | 90.64 | 92.54 | 91.55 | 92.09 | 92.36 | 91.83 | 90.86 | 91.98 | 93.40 | 90.46 | 92.71 | 92.09 | 90.77 | 90.83 | 92.81 | 90.86 | 93.48 | 92.13 | 93.14 | 87.75 | 90.72 | 93.05 | 93.12 | 92.58 | 92.60 | 91.55 |
| 179 | 372 | 64 | 0.01 | 48 | 0.00100 | 36 | 1.000000e-08 | 1.000000e-08 | 91.87 | 93.35 | 92.20 | 91.01 | 92.03 | 92.81 | 91.00 | 88.93 | 90.58 | 91.80 | 91.59 | 90.32 | 90.76 | 91.16 | 91.81 | 90.37 | 92.78 | 93.44 | 92.62 | 91.05 | 93.31 | 91.69 | 92.89 | 91.57 | 93.48 | 90.91 |
| 184 | 372 | 64 | 0.01 | 64 | 0.00100 | 36 | 0.000000e+00 | 0.000000e+00 | 91.50 | 92.08 | 92.41 | 92.87 | 92.54 | 92.20 | 91.77 | 93.17 | 92.27 | 90.52 | 93.26 | 92.29 | 92.73 | 92.38 | 91.91 | 92.27 | 92.71 | 92.30 | 93.00 | 93.15 | 92.26 | 93.53 | 93.87 | 92.85 | 92.54 | 92.15 |
| 185 | 372 | 64 | 0.01 | 64 | 0.00100 | 36 | 0.000000e+00 | 1.000000e-08 | 91.80 | 91.36 | 88.86 | 92.02 | 91.67 | 93.66 | 91.41 | 91.11 | 91.15 | 92.06 | 91.60 | 91.53 | 92.09 | 92.31 | 91.32 | 91.24 | 91.84 | 92.36 | 92.72 | 92.95 | 93.55 | 92.74 | 93.06 | 92.92 | 92.91 | 92.28 |
| 186 | 372 | 64 | 0.01 | 64 | 0.00100 | 36 | 1.000000e-08 | 0.000000e+00 | 91.99 | 92.18 | 92.09 | 90.68 | 92.07 | 91.24 | 91.06 | 92.31 | 91.23 | 90.93 | 91.88 | 91.88 | 91.49 | 92.42 | 90.61 | 92.11 | 92.06 | 93.66 | 93.78 | 91.35 | 92.34 | 93.01 | 93.10 | 91.77 | 92.67 | 90.99 |
| 187 | 372 | 64 | 0.01 | 64 | 0.00100 | 36 | 1.000000e-08 | 1.000000e-08 | 92.11 | 92.80 | 92.31 | 92.88 | 92.80 | 92.27 | 92.78 | 91.70 | 91.18 | 91.84 | 92.79 | 92.67 | 91.55 | 90.99 | 91.56 | 91.02 | 92.74 | 94.30 | 94.22 | 91.27 | 94.21 | 92.46 | 93.80 | 92.62 | 92.82 | 91.48 |
| 192 | 372 | 64 | 0.01 | 32 | 0.00100 | 48 | 0.000000e+00 | 0.000000e+00 | 90.39 | 92.03 | 92.56 | 89.92 | 91.87 | 91.58 | 90.60 | 90.41 | 91.45 | 91.32 | 90.46 | 89.10 | 92.53 | 88.53 | 89.17 | 91.27 | 90.29 | 92.98 | 92.26 | 90.70 | 92.45 | 91.56 | 92.13 | 92.59 | 91.22 | 91.51 |
| 193 | 372 | 64 | 0.01 | 32 | 0.00100 | 48 | 0.000000e+00 | 1.000000e-08 | 91.04 | 91.60 | 89.20 | 88.92 | 92.57 | 91.76 | 90.24 | 91.41 | 90.09 | 91.66 | 93.28 | 93.51 | 92.36 | 91.02 | 90.85 | 90.42 | 90.56 | 90.44 | 92.63 | 90.84 | 93.59 | 91.31 | 91.88 | 92.76 | 91.27 | 92.20 |
| 194 | 372 | 64 | 0.01 | 32 | 0.00100 | 48 | 1.000000e-08 | 0.000000e+00 | 91.04 | 90.48 | 91.78 | 91.76 | 89.54 | 90.34 | 93.29 | 92.15 | 88.58 | 91.46 | 92.14 | 91.91 | 91.82 | 91.11 | 91.28 | 90.77 | 92.19 | 91.85 | 91.58 | 93.18 | 91.86 | 91.35 | 92.63 | 93.38 | 91.53 | 90.17 |
| 195 | 372 | 64 | 0.01 | 32 | 0.00100 | 48 | 1.000000e-08 | 1.000000e-08 | 91.50 | 89.57 | 92.35 | 92.01 | 93.10 | 91.87 | 89.75 | 90.44 | 91.72 | 90.53 | 91.41 | 91.00 | 89.16 | 92.02 | 92.47 | 91.56 | 92.52 | 92.02 | 91.51 | 92.64 | 92.86 | 91.32 | 92.53 | 92.26 | 92.67 | 90.42 |
| 200 | 372 | 64 | 0.01 | 48 | 0.00100 | 48 | 0.000000e+00 | 0.000000e+00 | 90.88 | 92.04 | 92.96 | 90.95 | 90.69 | 90.87 | 91.44 | 92.04 | 91.34 | 91.85 | 93.00 | 91.45 | 92.74 | 92.24 | 90.37 | 93.47 | 91.36 | 92.52 | 92.22 | 92.06 | 92.82 | 92.64 | 91.63 | 90.70 | 91.34 | 92.93 |
| 201 | 372 | 64 | 0.01 | 48 | 0.00100 | 48 | 0.000000e+00 | 1.000000e-08 | 93.54 | 89.59 | 92.69 | 91.85 | 91.80 | 91.53 | 92.25 | 90.25 | 90.16 | 92.28 | 94.08 | 90.24 | 92.16 | 92.67 | 90.66 | 91.50 | 90.21 | 91.94 | 92.58 | 91.82 | 90.35 | 92.38 | 93.35 | 92.51 | 92.17 | 91.88 |
| 202 | 372 | 64 | 0.01 | 48 | 0.00100 | 48 | 1.000000e-08 | 0.000000e+00 | 92.41 | 90.39 | 92.77 | 91.32 | 93.33 | 91.59 | 91.36 | 91.02 | 92.43 | 90.71 | 92.05 | 90.96 | 93.03 | 93.94 | 89.26 | 93.19 | 92.42 | 93.49 | 92.44 | 92.34 | 92.85 | 93.27 | 92.42 | 91.04 | 91.99 | 90.86 |
| 203 | 372 | 64 | 0.01 | 48 | 0.00100 | 48 | 1.000000e-08 | 1.000000e-08 | 90.85 | 93.22 | 90.81 | 91.36 | 90.42 | 92.09 | 92.72 | 91.73 | 90.54 | 91.17 | 92.16 | 90.96 | 91.52 | 92.04 | 91.53 | 93.29 | 91.16 | 92.87 | 92.09 | 92.06 | 93.01 | 91.50 | 93.44 | 94.53 | 91.23 | 92.46 |
| 208 | 372 | 64 | 0.01 | 64 | 0.00100 | 48 | 0.000000e+00 | 0.000000e+00 | 93.27 | 93.41 | 93.43 | 91.46 | 91.77 | 91.45 | 92.05 | 93.40 | 92.79 | 91.70 | 91.17 | 92.05 | 91.77 | 91.78 | 91.71 | 93.12 | 92.40 | 93.82 | 92.50 | 92.49 | 93.85 | 93.43 | 94.48 | 91.36 | 91.47 | 92.56 |
| 209 | 372 | 64 | 0.01 | 64 | 0.00100 | 48 | 0.000000e+00 | 1.000000e-08 | 92.40 | 91.72 | 93.67 | 92.82 | 92.55 | 92.61 | 93.41 | 91.77 | 90.58 | 92.24 | 94.93 | 92.00 | 91.05 | 90.16 | 92.78 | 92.41 | 93.11 | 93.49 | 90.34 | 91.69 | 94.54 | 92.95 | 92.96 | 92.67 | 94.60 | 93.10 |
| 210 | 372 | 64 | 0.01 | 64 | 0.00100 | 48 | 1.000000e-08 | 0.000000e+00 | 92.06 | 92.80 | 92.87 | 93.25 | 91.77 | 91.16 | 89.94 | 91.76 | 91.63 | 91.51 | 93.45 | 91.65 | 90.83 | 93.02 | 91.40 | 91.16 | 90.81 | 92.06 | 91.76 | 91.77 | 92.69 | 93.35 | 92.91 | 92.86 | 92.28 | 90.65 |
| 211 | 372 | 64 | 0.01 | 64 | 0.00100 | 48 | 1.000000e-08 | 1.000000e-08 | 93.31 | 91.29 | 93.09 | 93.28 | 92.85 | 92.43 | 92.87 | 92.87 | 91.36 | 91.39 | 91.90 | 93.22 | 93.11 | 92.23 | 90.21 | 92.30 | 92.62 | 90.67 | 93.74 | 93.34 | 93.37 | 92.17 | 94.31 | 91.13 | 92.28 | 92.38 |
| 216 | 372 | 64 | 0.01 | 32 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 91.01 | 92.56 | 92.06 | 91.22 | 92.45 | 90.45 | 90.37 | 88.80 | 90.10 | 90.41 | 92.62 | 89.12 | 90.97 | 92.35 | 90.27 | 89.14 | 92.30 | 92.21 | 92.15 | 92.60 | 91.84 | 90.46 | 91.61 | 89.60 | 92.68 | 88.48 |
| 217 | 372 | 64 | 0.01 | 32 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 89.51 | 91.09 | 90.23 | 90.93 | 91.21 | 90.14 | 91.20 | 90.03 | 92.65 | 94.00 | 92.38 | 93.05 | 91.74 | 92.27 | 91.24 | 93.35 | 91.49 | 92.60 | 92.73 | 90.55 | 91.97 | 89.21 | 93.21 | 91.30 | 91.69 | 90.74 |
| 218 | 372 | 64 | 0.01 | 32 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 93.23 | 91.21 | 93.46 | 90.18 | 88.87 | 89.89 | 90.04 | 90.64 | 90.41 | 92.01 | 89.54 | 90.62 | 91.40 | 93.00 | 90.53 | 90.10 | 90.83 | 92.01 | 91.74 | 91.20 | 92.20 | 92.39 | 93.81 | 91.39 | 91.49 | 91.29 |
| 219 | 372 | 64 | 0.01 | 32 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 88.37 | 91.89 | 90.32 | 92.46 | 90.47 | 90.65 | 90.96 | 89.57 | 92.75 | 89.76 | 92.83 | 92.79 | 88.79 | 90.51 | 90.64 | 91.79 | 90.61 | 91.33 | 91.45 | 90.77 | 91.92 | 90.93 | 91.24 | 92.26 | 91.41 | 91.67 |
| 224 | 372 | 64 | 0.01 | 48 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 90.87 | 91.92 | 91.33 | 89.51 | 90.70 | 90.26 | 91.34 | 90.80 | 90.90 | 91.47 | 93.57 | 89.82 | 91.14 | 92.17 | 90.89 | 89.17 | 91.87 | 92.41 | 92.60 | 91.91 | 91.80 | 92.86 | 92.76 | 91.07 | 92.77 | 91.82 |
| 225 | 372 | 64 | 0.01 | 48 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 94.10 | 91.86 | 91.56 | 92.00 | 91.42 | 90.05 | 93.04 | 90.72 | 92.71 | 91.34 | 92.49 | 92.48 | 90.98 | 91.33 | 92.96 | 90.93 | 91.79 | 91.64 | 94.05 | 89.64 | 92.94 | 93.00 | 93.35 | 92.29 | 91.30 | 91.38 |
| 226 | 372 | 64 | 0.01 | 48 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 93.48 | 90.65 | 92.06 | 90.57 | 91.27 | 90.92 | 91.71 | 90.85 | 89.17 | 89.74 | 91.69 | 92.14 | 90.76 | 91.65 | 91.44 | 89.03 | 93.45 | 92.16 | 89.80 | 90.75 | 93.07 | 91.77 | 92.15 | 92.37 | 92.63 | 91.41 |
| 227 | 372 | 64 | 0.01 | 48 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 92.26 | 90.97 | 92.26 | 91.60 | 90.04 | 92.42 | 91.23 | 89.80 | 93.48 | 92.27 | 91.93 | 91.02 | 91.19 | 93.41 | 91.62 | 91.09 | 94.17 | 91.29 | 93.27 | 92.19 | 93.46 | 91.01 | 92.64 | 94.17 | 92.58 | 91.49 |
| 232 | 372 | 64 | 0.01 | 64 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 92.18 | 91.62 | 91.51 | 91.25 | 91.38 | 91.99 | 90.44 | 91.56 | 91.46 | 93.01 | 92.83 | 92.65 | 92.10 | 93.41 | 91.61 | 92.77 | 92.74 | 92.72 | 92.65 | 92.59 | 92.62 | 92.15 | 94.12 | 92.86 | 93.18 | 92.34 |
| 233 | 372 | 64 | 0.01 | 64 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 93.28 | 91.34 | 92.26 | 90.45 | 92.23 | 93.31 | 91.82 | 91.25 | 92.57 | 90.91 | 91.96 | 90.22 | 93.00 | 91.39 | 92.42 | 91.79 | 92.75 | 92.23 | 93.55 | 92.51 | 94.02 | 93.67 | 91.62 | 93.08 | 91.68 | 91.11 |
| 234 | 372 | 64 | 0.01 | 64 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 90.74 | 92.75 | 92.91 | 91.06 | 92.48 | 90.08 | 91.39 | 92.77 | 91.82 | 92.75 | 93.26 | 91.08 | 91.89 | 93.25 | 91.95 | 92.27 | 94.29 | 92.84 | 94.09 | 91.55 | 93.71 | 94.16 | 94.06 | 92.38 | 92.35 | 93.03 |
| 235 | 372 | 64 | 0.01 | 64 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 92.70 | 90.99 | 92.65 | 94.05 | 91.75 | 91.57 | 92.53 | 90.62 | 91.87 | 91.18 | 93.42 | 91.74 | 91.36 | 93.05 | 89.65 | 91.97 | 93.05 | 92.07 | 93.04 | 93.05 | 92.46 | 94.16 | 93.28 | 90.41 | 93.27 | 92.27 |
| 240 | 372 | 64 | 0.01 | 32 | 0.00001 | 36 | 0.000000e+00 | 0.000000e+00 | 90.72 | 91.23 | 91.27 | 91.80 | 91.40 | 91.71 | 93.32 | 90.68 | 91.88 | 91.31 | 92.14 | 90.14 | 91.47 | 90.64 | 90.57 | 91.06 | 92.72 | 90.67 | 91.94 | 91.04 | 93.43 | 90.26 | 92.41 | 91.50 | 91.06 | 91.79 |
| 241 | 372 | 64 | 0.01 | 32 | 0.00001 | 36 | 0.000000e+00 | 1.000000e-08 | 91.61 | 92.29 | 89.86 | 91.71 | 91.22 | 91.85 | 90.77 | 91.09 | 91.29 | 91.47 | 91.70 | 92.04 | 91.69 | 92.33 | 91.10 | 91.31 | 93.43 | 91.82 | 92.13 | 90.22 | 92.68 | 92.13 | 93.69 | 91.86 | 92.58 | 90.11 |
| 242 | 372 | 64 | 0.01 | 32 | 0.00001 | 36 | 1.000000e-08 | 0.000000e+00 | 90.82 | 93.50 | 90.81 | 92.01 | 91.05 | 92.71 | 90.58 | 90.51 | 91.38 | 90.41 | 91.92 | 91.31 | 91.80 | 91.30 | 89.68 | 92.98 | 92.82 | 91.74 | 93.01 | 92.74 | 93.19 | 90.99 | 93.01 | 91.75 | 92.28 | 92.40 |
| 243 | 372 | 64 | 0.01 | 32 | 0.00001 | 36 | 1.000000e-08 | 1.000000e-08 | 91.09 | 92.24 | 92.49 | 92.62 | 92.05 | 91.02 | 92.44 | 91.56 | 92.03 | 91.08 | 89.91 | 91.62 | 91.56 | 90.94 | 90.55 | 92.65 | 91.17 | 91.73 | 93.10 | 90.07 | 93.20 | 92.98 | 92.77 | 91.94 | 92.85 | 91.94 |
| 248 | 372 | 64 | 0.01 | 48 | 0.00001 | 36 | 0.000000e+00 | 0.000000e+00 | 91.90 | 90.04 | 93.12 | 91.88 | 90.32 | 91.65 | 92.02 | 90.43 | 90.62 | 91.43 | 94.29 | 89.58 | 89.81 | 91.02 | 91.63 | 91.58 | 92.51 | 90.71 | 92.16 | 92.51 | 92.44 | 93.53 | 93.35 | 92.38 | 92.02 | 92.81 |
| 249 | 372 | 64 | 0.01 | 48 | 0.00001 | 36 | 0.000000e+00 | 1.000000e-08 | 90.45 | 91.08 | 92.18 | 90.54 | 92.47 | 91.23 | 89.93 | 90.51 | 90.53 | 90.60 | 92.05 | 89.94 | 90.62 | 92.35 | 91.68 | 92.45 | 91.82 | 90.90 | 92.45 | 90.68 | 92.80 | 93.01 | 91.38 | 91.82 | 92.46 | 91.64 |
| 250 | 372 | 64 | 0.01 | 48 | 0.00001 | 36 | 1.000000e-08 | 0.000000e+00 | 92.79 | 92.18 | 92.01 | 93.04 | 91.84 | 93.23 | 92.25 | 89.26 | 91.81 | 93.89 | 93.85 | 90.30 | 92.15 | 93.17 | 92.26 | 92.10 | 92.30 | 92.15 | 93.62 | 91.57 | 92.30 | 92.06 | 94.60 | 92.95 | 93.62 | 90.51 |
| 251 | 372 | 64 | 0.01 | 48 | 0.00001 | 36 | 1.000000e-08 | 1.000000e-08 | 88.77 | 92.66 | 91.00 | 91.67 | 91.42 | 93.64 | 90.89 | 90.78 | 91.53 | 91.09 | 92.19 | 90.42 | 91.73 | 90.35 | 92.11 | 91.28 | 90.76 | 92.90 | 92.01 | 90.34 | 93.09 | 92.43 | 92.85 | 92.64 | 92.15 | 92.65 |
| 256 | 372 | 64 | 0.01 | 64 | 0.00001 | 36 | 0.000000e+00 | 0.000000e+00 | 93.20 | 92.50 | 93.15 | 91.47 | 93.13 | 90.57 | 91.37 | 92.88 | 92.59 | 92.78 | 90.26 | 91.93 | 90.63 | 91.99 | 91.12 | 90.47 | 93.23 | 91.54 | 93.54 | 92.77 | 93.62 | 92.47 | 94.10 | 92.63 | 93.51 | 91.34 |
| 257 | 372 | 64 | 0.01 | 64 | 0.00001 | 36 | 0.000000e+00 | 1.000000e-08 | 91.31 | 91.57 | 93.06 | 92.11 | 92.27 | 89.95 | 91.27 | 91.15 | 91.78 | 92.88 | 93.20 | 91.19 | 92.83 | 92.20 | 93.72 | 91.47 | 94.02 | 91.26 | 92.93 | 92.42 | 93.62 | 93.10 | 94.25 | 93.70 | 92.86 | 92.23 |
| 258 | 372 | 64 | 0.01 | 64 | 0.00001 | 36 | 1.000000e-08 | 0.000000e+00 | 92.83 | 92.36 | 93.61 | 91.90 | 91.86 | 90.07 | 91.79 | 92.02 | 92.35 | 91.87 | 93.05 | 90.96 | 91.96 | 93.17 | 91.81 | 91.38 | 92.06 | 91.16 | 92.32 | 90.21 | 92.87 | 93.73 | 92.31 | 94.07 | 93.28 | 91.25 |
| 259 | 372 | 64 | 0.01 | 64 | 0.00001 | 36 | 1.000000e-08 | 1.000000e-08 | 90.68 | 91.55 | 92.73 | 92.16 | 92.46 | 92.28 | 93.29 | 89.45 | 91.81 | 93.21 | 91.26 | 87.61 | 91.05 | 91.86 | 91.99 | 92.11 | 93.34 | 91.51 | 93.37 | 92.91 | 93.52 | 93.33 | 93.62 | 92.69 | 93.11 | 93.16 |
| 264 | 372 | 64 | 0.01 | 32 | 0.00001 | 48 | 0.000000e+00 | 0.000000e+00 | 90.47 | 90.05 | 93.43 | 90.68 | 90.05 | 88.42 | 88.90 | 90.56 | 90.90 | 92.71 | 91.30 | 90.58 | 91.96 | 91.26 | 89.88 | 91.09 | 91.38 | 89.88 | 91.38 | 91.41 | 91.90 | 91.75 | 94.70 | 92.91 | 92.45 | 91.06 |
| 265 | 372 | 64 | 0.01 | 32 | 0.00001 | 48 | 0.000000e+00 | 1.000000e-08 | 92.42 | 92.55 | 91.43 | 90.31 | 92.45 | 89.74 | 91.60 | 90.84 | 91.60 | 91.01 | 92.15 | 89.62 | 91.00 | 92.11 | 91.77 | 91.39 | 89.62 | 90.82 | 91.83 | 92.00 | 92.27 | 91.43 | 94.18 | 89.91 | 91.89 | 88.63 |
| 266 | 372 | 64 | 0.01 | 32 | 0.00001 | 48 | 1.000000e-08 | 0.000000e+00 | 89.01 | 89.89 | 93.27 | 92.60 | 90.38 | 89.56 | 89.72 | 89.65 | 90.84 | 92.45 | 92.42 | 89.99 | 91.54 | 92.68 | 92.47 | 91.72 | 92.76 | 91.79 | 92.97 | 91.16 | 91.39 | 89.07 | 92.45 | 91.64 | 91.48 | 91.35 |
| 267 | 372 | 64 | 0.01 | 32 | 0.00001 | 48 | 1.000000e-08 | 1.000000e-08 | 93.11 | 92.55 | 91.58 | 92.50 | 93.53 | 90.84 | 93.25 | 90.88 | 90.60 | 92.26 | 92.93 | 91.99 | 92.62 | 90.62 | 90.56 | 91.66 | 91.91 | 92.51 | 91.13 | 89.12 | 93.63 | 90.78 | 93.90 | 91.94 | 92.34 | 90.80 |
| 272 | 372 | 64 | 0.01 | 48 | 0.00001 | 48 | 0.000000e+00 | 0.000000e+00 | 91.52 | 93.28 | 91.79 | 92.36 | 90.69 | 91.23 | 92.94 | 91.72 | 91.61 | 91.28 | 93.01 | 89.76 | 89.18 | 91.78 | 93.37 | 92.15 | 92.50 | 91.73 | 91.28 | 90.93 | 92.80 | 92.79 | 93.85 | 93.09 | 92.92 | 92.68 |
| 273 | 372 | 64 | 0.01 | 48 | 0.00001 | 48 | 0.000000e+00 | 1.000000e-08 | 93.32 | 93.23 | 92.12 | 91.66 | 90.69 | 93.11 | 91.94 | 91.08 | 91.62 | 91.79 | 93.86 | 91.71 | 91.29 | 90.58 | 91.60 | 91.15 | 91.83 | 91.82 | 93.54 | 93.06 | 91.99 | 92.70 | 94.06 | 91.84 | 92.33 | 90.88 |
| 274 | 372 | 64 | 0.01 | 48 | 0.00001 | 48 | 1.000000e-08 | 0.000000e+00 | 93.01 | 92.17 | 91.51 | 91.42 | 93.61 | 90.58 | 91.81 | 91.38 | 92.26 | 93.45 | 92.05 | 90.85 | 93.14 | 93.52 | 91.19 | 91.65 | 91.41 | 93.11 | 92.34 | 90.55 | 92.14 | 91.04 | 92.58 | 91.85 | 92.44 | 90.27 |
| 275 | 372 | 64 | 0.01 | 48 | 0.00001 | 48 | 1.000000e-08 | 1.000000e-08 | 91.78 | 91.11 | 91.10 | 93.42 | 93.27 | 90.41 | 92.09 | 91.19 | 92.78 | 92.42 | 91.65 | 90.49 | 91.91 | 91.02 | 91.39 | 90.09 | 92.34 | 92.76 | 92.54 | 93.54 | 92.26 | 93.17 | 92.33 | 92.43 | 92.23 | 91.16 |
| 280 | 372 | 64 | 0.01 | 64 | 0.00001 | 48 | 0.000000e+00 | 0.000000e+00 | 91.04 | 90.04 | 92.21 | 91.73 | 92.64 | 89.94 | 92.34 | 91.74 | 90.93 | 92.99 | 93.19 | 91.83 | 91.44 | 91.21 | 91.06 | 90.60 | 92.59 | 92.82 | 94.09 | 91.56 | 93.07 | 91.90 | 93.16 | 93.07 | 89.92 | 90.99 |
| 281 | 372 | 64 | 0.01 | 64 | 0.00001 | 48 | 0.000000e+00 | 1.000000e-08 | 93.64 | 91.22 | 93.42 | 93.45 | 92.49 | 92.94 | 91.57 | 93.57 | 93.01 | 91.38 | 91.66 | 91.05 | 90.85 | 92.44 | 90.58 | 93.33 | 93.33 | 91.49 | 92.79 | 91.11 | 93.25 | 92.59 | 94.11 | 92.20 | 93.26 | 94.10 |
| 282 | 372 | 64 | 0.01 | 64 | 0.00001 | 48 | 1.000000e-08 | 0.000000e+00 | 91.90 | 91.22 | 94.06 | 92.04 | 93.56 | 92.39 | 92.85 | 90.73 | 91.49 | 92.55 | 92.87 | 92.94 | 91.24 | 92.52 | 90.95 | 92.26 | 91.39 | 91.81 | 93.36 | 94.29 | 92.46 | 93.09 | 94.13 | 93.14 | 93.54 | 92.45 |
| 283 | 372 | 64 | 0.01 | 64 | 0.00001 | 48 | 1.000000e-08 | 1.000000e-08 | 93.91 | 94.49 | 92.63 | 91.29 | 93.94 | 93.14 | 90.69 | 90.82 | 93.04 | 92.40 | 93.98 | 91.93 | 89.52 | 91.90 | 92.37 | 91.25 | 93.50 | 93.43 | 93.28 | 91.04 | 92.53 | 94.85 | 93.23 | 92.28 | 93.56 | 92.42 |
The global mean maximum row:
| mAP_valid_abs_values | mAP_valid_abs_values_2 | mAP_valid_abs_values_3 | mAP_valid_abs_values_4 | mAP_valid_abs_values_5 | mAP_valid_abs_values_6 | mAP_valid_abs_values_7 | mAP_valid_abs_values_8 | mAP_valid_abs_values_9 | mAP_valid_abs_values_10 | mAP_valid_abs_values_11 | mAP_valid_abs_values_12 | mAP_valid_abs_values_13 | mAP_valid_abs_values_14 | mAP_valid_abs_values_15 | mAP_valid_abs_values_16 | mAP_valid_abs_values_17 | mAP_valid_abs_values_18 | mAP_valid_abs_values_19 | mAP_valid_abs_values_20 | mAP_valid_abs_values_21 | mAP_valid_abs_values_22 | mAP_valid_abs_values_23 | mAP_valid_abs_values_24 | mAP_valid_abs_values_25 | mAP_valid_abs_values_26 | average_map | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 154 | 88.56 | 91.03 | 91.10 | 90.14 | 90.67 | 90.60 | 90.74 | 90.62 | 90.28 | 89.56 | 90.74 | 91.99 | 90.73 | 89.70 | 89.97 | 89.78 | 89.61 | 89.46 | 91.59 | 91.22 | 89.37 | 91.10 | 88.43 | 90.73 | 90.13 | 90.30 | 90.313462 |
| 258 | 90.00 | 90.01 | 89.13 | 90.01 | 89.23 | 90.05 | 88.98 | 90.16 | 90.72 | 89.35 | 90.50 | 89.78 | 91.22 | 91.84 | 90.73 | 90.91 | 91.00 | 89.93 | 90.22 | 89.80 | 89.98 | 91.57 | 89.77 | 91.54 | 89.62 | 91.39 | 90.286154 |
| 242 | 88.17 | 90.83 | 89.87 | 90.81 | 89.86 | 91.25 | 88.93 | 91.00 | 90.33 | 90.06 | 90.56 | 90.51 | 91.17 | 90.30 | 88.84 | 90.23 | 89.78 | 91.60 | 90.00 | 90.85 | 90.58 | 89.58 | 91.39 | 90.11 | 90.25 | 89.86 | 90.258462 |
| 219 | 88.83 | 89.48 | 89.35 | 89.07 | 90.10 | 91.22 | 90.33 | 89.65 | 90.73 | 89.57 | 90.48 | 91.16 | 91.08 | 89.63 | 91.32 | 90.08 | 91.73 | 90.57 | 90.72 | 90.31 | 90.73 | 90.19 | 89.86 | 89.75 | 88.84 | 90.11 | 90.188077 |
| 217 | 89.09 | 89.71 | 90.11 | 91.03 | 88.90 | 91.42 | 90.76 | 89.06 | 89.78 | 90.40 | 91.47 | 90.14 | 90.30 | 89.93 | 89.31 | 91.41 | 89.79 | 90.86 | 90.81 | 90.46 | 89.43 | 91.37 | 91.25 | 89.26 | 88.41 | 89.78 | 90.163077 |
| 225 | 90.64 | 89.75 | 90.57 | 90.52 | 90.33 | 90.07 | 90.25 | 90.67 | 88.66 | 90.54 | 90.93 | 90.63 | 89.69 | 88.95 | 90.09 | 91.56 | 90.23 | 89.42 | 90.22 | 90.48 | 90.61 | 90.93 | 88.83 | 89.45 | 88.80 | 89.96 | 90.106923 |
| 243 | 89.78 | 89.59 | 89.36 | 89.61 | 89.89 | 90.53 | 90.84 | 90.48 | 88.99 | 89.20 | 90.28 | 90.30 | 89.47 | 91.34 | 89.90 | 91.16 | 89.23 | 89.63 | 89.97 | 89.90 | 89.75 | 92.17 | 90.21 | 90.98 | 90.07 | 90.14 | 90.106538 |
| 275 | 90.50 | 91.34 | 89.72 | 89.61 | 91.14 | 90.39 | 90.48 | 89.68 | 90.47 | 88.58 | 89.97 | 90.82 | 90.34 | 89.41 | 90.24 | 90.02 | 88.72 | 91.13 | 89.72 | 91.01 | 89.57 | 89.43 | 88.83 | 89.34 | 91.08 | 90.91 | 90.094231 |
| 251 | 88.83 | 89.50 | 89.71 | 90.11 | 89.94 | 91.00 | 88.76 | 90.49 | 90.47 | 90.14 | 90.65 | 89.47 | 89.78 | 89.64 | 90.57 | 90.28 | 90.84 | 90.83 | 90.63 | 91.45 | 91.10 | 89.77 | 90.67 | 89.32 | 88.64 | 89.75 | 90.090000 |
| 235 | 89.41 | 89.83 | 90.43 | 89.42 | 88.19 | 90.31 | 90.73 | 88.89 | 90.11 | 89.75 | 91.38 | 90.96 | 89.06 | 88.65 | 89.30 | 90.05 | 90.04 | 90.47 | 90.66 | 91.81 | 90.47 | 90.66 | 90.60 | 88.71 | 91.74 | 90.64 | 90.087308 |
Model performance on validation data (Mann-Whitney U Test)
Statistical Significance:
Using the global mean maximum row as the reference, we perform the right-tailed t-test to identify significant hyperparameters.
Code
pvalues_mw = []
pvalues_real_mw = []
for _,index in enumerate(dt_valid_sub.index):
_, p_value_mw = stats.mannwhitneyu(max_row[:-1], dt_valid_sub.loc[index][:-1], alternative='greater')#, method = 'asymptotic')
pvalues_real_mw.append(p_value_mw)
pvalues_mw.append((p_value_mw >= 0.05)*1)
dt_valid_sub_mw['pvalues_mw'] = pvalues_real_mw
dt_valid_sub_mw['sig_mw'] = pvalues_mw
dt_valid_sub_mw1 = dt_valid_sub_mw.query('sig_mw == 1')
max_indexx = dt_valid_sub_mw1.iloc[:, :-3].mean().idxmax()
#print(sum(pvalues),max_indexx)| input_size | output_size | learning_rate | batch_size | alpha | margin | l1_reg | l2_reg | mAP_valid_abs_values | mAP_valid_abs_values_2 | mAP_valid_abs_values_3 | mAP_valid_abs_values_4 | mAP_valid_abs_values_5 | mAP_valid_abs_values_6 | mAP_valid_abs_values_7 | mAP_valid_abs_values_8 | mAP_valid_abs_values_9 | mAP_valid_abs_values_10 | mAP_valid_abs_values_11 | mAP_valid_abs_values_12 | mAP_valid_abs_values_13 | mAP_valid_abs_values_14 | mAP_valid_abs_values_15 | mAP_valid_abs_values_16 | mAP_valid_abs_values_17 | mAP_valid_abs_values_18 | mAP_valid_abs_values_19 | mAP_valid_abs_values_20 | mAP_valid_abs_values_21 | mAP_valid_abs_values_22 | mAP_valid_abs_values_23 | mAP_valid_abs_values_24 | mAP_valid_abs_values_25 | mAP_valid_abs_values_26 | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 217 | 372 | 64 | 0.01 | 32 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 89.09 | 89.71 | 90.11 | 91.03 | 88.90 | 91.42 | 90.76 | 89.06 | 89.78 | 90.40 | 91.47 | 90.14 | 90.30 | 89.93 | 89.31 | 91.41 | 89.79 | 90.86 | 90.81 | 90.46 | 89.43 | 91.37 | 91.25 | 89.26 | 88.41 | 89.78 |
| 219 | 372 | 64 | 0.01 | 32 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 88.83 | 89.48 | 89.35 | 89.07 | 90.10 | 91.22 | 90.33 | 89.65 | 90.73 | 89.57 | 90.48 | 91.16 | 91.08 | 89.63 | 91.32 | 90.08 | 91.73 | 90.57 | 90.72 | 90.31 | 90.73 | 90.19 | 89.86 | 89.75 | 88.84 | 90.11 |
| 241 | 372 | 64 | 0.01 | 32 | 0.00001 | 36 | 0.000000e+00 | 1.000000e-08 | 89.07 | 89.39 | 89.86 | 90.64 | 90.01 | 90.39 | 89.42 | 89.69 | 89.74 | 90.16 | 90.78 | 89.92 | 89.17 | 90.76 | 88.70 | 90.42 | 90.68 | 89.45 | 91.42 | 90.91 | 89.75 | 91.09 | 89.27 | 90.25 | 90.22 | 88.25 |
| 242 | 372 | 64 | 0.01 | 32 | 0.00001 | 36 | 1.000000e-08 | 0.000000e+00 | 88.17 | 90.83 | 89.87 | 90.81 | 89.86 | 91.25 | 88.93 | 91.00 | 90.33 | 90.06 | 90.56 | 90.51 | 91.17 | 90.30 | 88.84 | 90.23 | 89.78 | 91.60 | 90.00 | 90.85 | 90.58 | 89.58 | 91.39 | 90.11 | 90.25 | 89.86 |
| 243 | 372 | 64 | 0.01 | 32 | 0.00001 | 36 | 1.000000e-08 | 1.000000e-08 | 89.78 | 89.59 | 89.36 | 89.61 | 89.89 | 90.53 | 90.84 | 90.48 | 88.99 | 89.20 | 90.28 | 90.30 | 89.47 | 91.34 | 89.90 | 91.16 | 89.23 | 89.63 | 89.97 | 89.90 | 89.75 | 92.17 | 90.21 | 90.98 | 90.07 | 90.14 |
| 265 | 372 | 64 | 0.01 | 32 | 0.00001 | 48 | 0.000000e+00 | 1.000000e-08 | 89.27 | 90.90 | 88.67 | 89.46 | 90.35 | 89.66 | 88.74 | 89.53 | 91.96 | 89.66 | 90.88 | 89.61 | 89.60 | 90.58 | 89.85 | 90.00 | 90.27 | 90.14 | 90.79 | 89.48 | 91.30 | 89.12 | 90.97 | 89.10 | 89.98 | 88.93 |
| 144 | 372 | 64 | 0.01 | 32 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 88.94 | 91.46 | 90.28 | 90.21 | 89.35 | 90.30 | 90.45 | 89.19 | 89.74 | 89.12 | 91.33 | 90.30 | 89.10 | 89.87 | 89.11 | 90.38 | 89.24 | 90.85 | 90.33 | 90.69 | 91.10 | 90.27 | 89.45 | 89.85 | 89.32 | 90.25 |
| 225 | 372 | 64 | 0.01 | 48 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 90.64 | 89.75 | 90.57 | 90.52 | 90.33 | 90.07 | 90.25 | 90.67 | 88.66 | 90.54 | 90.93 | 90.63 | 89.69 | 88.95 | 90.09 | 91.56 | 90.23 | 89.42 | 90.22 | 90.48 | 90.61 | 90.93 | 88.83 | 89.45 | 88.80 | 89.96 |
| 226 | 372 | 64 | 0.01 | 48 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 90.20 | 91.07 | 90.45 | 89.91 | 90.11 | 90.78 | 90.06 | 89.67 | 89.69 | 89.27 | 90.13 | 90.87 | 92.15 | 89.95 | 89.82 | 89.64 | 90.23 | 90.77 | 90.42 | 90.12 | 88.77 | 89.65 | 89.93 | 90.13 | 89.34 | 88.31 |
| 227 | 372 | 64 | 0.01 | 48 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 88.72 | 89.92 | 90.58 | 89.49 | 89.50 | 90.67 | 90.83 | 90.70 | 91.01 | 88.98 | 89.85 | 90.86 | 89.69 | 89.72 | 88.70 | 90.31 | 90.08 | 90.31 | 90.01 | 91.08 | 90.02 | 90.39 | 88.70 | 90.12 | 91.43 | 88.96 |
| 251 | 372 | 64 | 0.01 | 48 | 0.00001 | 36 | 1.000000e-08 | 1.000000e-08 | 88.83 | 89.50 | 89.71 | 90.11 | 89.94 | 91.00 | 88.76 | 90.49 | 90.47 | 90.14 | 90.65 | 89.47 | 89.78 | 89.64 | 90.57 | 90.28 | 90.84 | 90.83 | 90.63 | 91.45 | 91.10 | 89.77 | 90.67 | 89.32 | 88.64 | 89.75 |
| 275 | 372 | 64 | 0.01 | 48 | 0.00001 | 48 | 1.000000e-08 | 1.000000e-08 | 90.50 | 91.34 | 89.72 | 89.61 | 91.14 | 90.39 | 90.48 | 89.68 | 90.47 | 88.58 | 89.97 | 90.82 | 90.34 | 89.41 | 90.24 | 90.02 | 88.72 | 91.13 | 89.72 | 91.01 | 89.57 | 89.43 | 88.83 | 89.34 | 91.08 | 90.91 |
| 154 | 372 | 64 | 0.01 | 48 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 88.56 | 91.03 | 91.10 | 90.14 | 90.67 | 90.60 | 90.74 | 90.62 | 90.28 | 89.56 | 90.74 | 91.99 | 90.73 | 89.70 | 89.97 | 89.78 | 89.61 | 89.46 | 91.59 | 91.22 | 89.37 | 91.10 | 88.43 | 90.73 | 90.13 | 90.30 |
| 176 | 372 | 64 | 0.01 | 48 | 0.00100 | 36 | 0.000000e+00 | 0.000000e+00 | 91.85 | 89.89 | 87.85 | 88.33 | 90.54 | 89.78 | 89.76 | 89.88 | 88.95 | 88.89 | 91.75 | 90.25 | 90.62 | 89.45 | 88.44 | 90.99 | 89.81 | 90.78 | 91.68 | 90.79 | 91.29 | 90.74 | 88.96 | 89.64 | 91.08 | 90.10 |
| 177 | 372 | 64 | 0.01 | 48 | 0.00100 | 36 | 0.000000e+00 | 1.000000e-08 | 89.14 | 89.56 | 88.85 | 90.24 | 89.57 | 89.65 | 90.54 | 89.40 | 90.47 | 89.00 | 90.75 | 90.94 | 89.60 | 89.35 | 90.07 | 90.96 | 90.95 | 89.20 | 90.55 | 91.04 | 89.93 | 90.86 | 90.14 | 88.84 | 90.03 | 89.67 |
| 203 | 372 | 64 | 0.01 | 48 | 0.00100 | 48 | 1.000000e-08 | 1.000000e-08 | 89.67 | 90.72 | 89.07 | 91.17 | 89.87 | 91.25 | 90.38 | 90.11 | 89.94 | 88.91 | 90.73 | 90.46 | 89.77 | 89.36 | 89.64 | 90.49 | 89.84 | 90.14 | 90.13 | 90.92 | 89.74 | 89.92 | 89.51 | 90.14 | 89.28 | 90.70 |
| 232 | 372 | 64 | 0.01 | 64 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 89.66 | 91.18 | 90.53 | 89.89 | 88.65 | 90.88 | 89.24 | 90.04 | 89.87 | 89.61 | 90.71 | 90.23 | 90.11 | 89.00 | 88.38 | 90.49 | 90.59 | 89.41 | 90.17 | 90.20 | 89.88 | 90.85 | 90.50 | 90.71 | 90.85 | 88.32 |
| 235 | 372 | 64 | 0.01 | 64 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 89.41 | 89.83 | 90.43 | 89.42 | 88.19 | 90.31 | 90.73 | 88.89 | 90.11 | 89.75 | 91.38 | 90.96 | 89.06 | 88.65 | 89.30 | 90.05 | 90.04 | 90.47 | 90.66 | 91.81 | 90.47 | 90.66 | 90.60 | 88.71 | 91.74 | 90.64 |
| 258 | 372 | 64 | 0.01 | 64 | 0.00001 | 36 | 1.000000e-08 | 0.000000e+00 | 90.00 | 90.01 | 89.13 | 90.01 | 89.23 | 90.05 | 88.98 | 90.16 | 90.72 | 89.35 | 90.50 | 89.78 | 91.22 | 91.84 | 90.73 | 90.91 | 91.00 | 89.93 | 90.22 | 89.80 | 89.98 | 91.57 | 89.77 | 91.54 | 89.62 | 91.39 |
| 187 | 372 | 64 | 0.01 | 64 | 0.00100 | 36 | 1.000000e-08 | 1.000000e-08 | 89.55 | 91.67 | 87.87 | 90.86 | 90.03 | 90.88 | 90.69 | 89.62 | 89.57 | 89.67 | 90.18 | 88.88 | 89.52 | 89.54 | 90.14 | 89.76 | 89.54 | 89.38 | 90.15 | 90.19 | 91.38 | 91.17 | 90.71 | 88.80 | 89.44 | 89.56 |
Size of the All data: (144, 29)
Size of the Sig data: (20, 34)
Code
####################################################
# Use the hyperparameters to the test data.
####################################################
optimal_params_mw1 = dt_valid.loc[dt_valid_sub_mw1.index][['input_size', 'output_size', 'learning_rate', 'batch_size', 'alpha', 'margin', 'l1_reg', 'l2_reg']]
optimal_params_mw = optimal_params_mw1.reset_index()
optimal_params_mw.drop(['index'], axis=1, inplace = True)
#rotation invariance test data with optimal parameters
test_data_mw1 = pd.merge(optimal_params_mw, dt_test, on=['input_size', 'output_size', 'learning_rate', 'batch_size', 'alpha', 'margin', 'l1_reg', 'l2_reg'])
test_data_1_sub_mw = test_data_mw1[list(test_data_mw1.columns[test_data_mw1.columns.str.startswith('mAP_test')])]Equivalent test data
| input_size | output_size | learning_rate | batch_size | alpha | margin | l1_reg | l2_reg | mAP_test_abs_values | mAP_test_abs_values_2 | mAP_test_abs_values_3 | mAP_test_abs_values_4 | mAP_test_abs_values_5 | mAP_test_abs_values_6 | mAP_test_abs_values_7 | mAP_test_abs_values_8 | mAP_test_abs_values_9 | mAP_test_abs_values_10 | mAP_test_abs_values_11 | mAP_test_abs_values_12 | mAP_test_abs_values_13 | mAP_test_abs_values_14 | mAP_test_abs_values_15 | mAP_test_abs_values_16 | mAP_test_abs_values_17 | mAP_test_abs_values_18 | mAP_test_abs_values_19 | mAP_test_abs_values_20 | mAP_test_abs_values_21 | mAP_test_abs_values_22 | mAP_test_abs_values_23 | mAP_test_abs_values_24 | mAP_test_abs_values_25 | mAP_test_abs_values_26 | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 4 | 372 | 64 | 0.01 | 32 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 89.51 | 91.09 | 90.23 | 90.93 | 91.21 | 90.14 | 91.20 | 90.03 | 92.65 | 94.00 | 92.38 | 93.05 | 91.74 | 92.27 | 91.24 | 93.35 | 91.49 | 92.60 | 92.73 | 90.55 | 91.97 | 89.21 | 93.21 | 91.30 | 91.69 | 90.74 |
| 3 | 372 | 64 | 0.01 | 32 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 88.37 | 91.89 | 90.32 | 92.46 | 90.47 | 90.65 | 90.96 | 89.57 | 92.75 | 89.76 | 92.83 | 92.79 | 88.79 | 90.51 | 90.64 | 91.79 | 90.61 | 91.33 | 91.45 | 90.77 | 91.92 | 90.93 | 91.24 | 92.26 | 91.41 | 91.67 |
| 16 | 372 | 64 | 0.01 | 32 | 0.00001 | 36 | 0.000000e+00 | 1.000000e-08 | 91.61 | 92.29 | 89.86 | 91.71 | 91.22 | 91.85 | 90.77 | 91.09 | 91.29 | 91.47 | 91.70 | 92.04 | 91.69 | 92.33 | 91.10 | 91.31 | 93.43 | 91.82 | 92.13 | 90.22 | 92.68 | 92.13 | 93.69 | 91.86 | 92.58 | 90.11 |
| 2 | 372 | 64 | 0.01 | 32 | 0.00001 | 36 | 1.000000e-08 | 0.000000e+00 | 90.82 | 93.50 | 90.81 | 92.01 | 91.05 | 92.71 | 90.58 | 90.51 | 91.38 | 90.41 | 91.92 | 91.31 | 91.80 | 91.30 | 89.68 | 92.98 | 92.82 | 91.74 | 93.01 | 92.74 | 93.19 | 90.99 | 93.01 | 91.75 | 92.28 | 92.40 |
| 6 | 372 | 64 | 0.01 | 32 | 0.00001 | 36 | 1.000000e-08 | 1.000000e-08 | 91.09 | 92.24 | 92.49 | 92.62 | 92.05 | 91.02 | 92.44 | 91.56 | 92.03 | 91.08 | 89.91 | 91.62 | 91.56 | 90.94 | 90.55 | 92.65 | 91.17 | 91.73 | 93.10 | 90.07 | 93.20 | 92.98 | 92.77 | 91.94 | 92.85 | 91.94 |
| 18 | 372 | 64 | 0.01 | 32 | 0.00001 | 48 | 0.000000e+00 | 1.000000e-08 | 92.42 | 92.55 | 91.43 | 90.31 | 92.45 | 89.74 | 91.60 | 90.84 | 91.60 | 91.01 | 92.15 | 89.62 | 91.00 | 92.11 | 91.77 | 91.39 | 89.62 | 90.82 | 91.83 | 92.00 | 92.27 | 91.43 | 94.18 | 89.91 | 91.89 | 88.63 |
| 14 | 372 | 64 | 0.01 | 32 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 90.04 | 90.45 | 92.93 | 90.47 | 91.88 | 91.31 | 89.73 | 91.56 | 92.43 | 91.33 | 89.92 | 92.60 | 90.05 | 91.07 | 89.38 | 91.58 | 88.90 | 92.23 | 90.96 | 91.98 | 90.79 | 90.81 | 91.72 | 93.05 | 91.68 | 92.87 |
| 5 | 372 | 64 | 0.01 | 48 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 94.10 | 91.86 | 91.56 | 92.00 | 91.42 | 90.05 | 93.04 | 90.72 | 92.71 | 91.34 | 92.49 | 92.48 | 90.98 | 91.33 | 92.96 | 90.93 | 91.79 | 91.64 | 94.05 | 89.64 | 92.94 | 93.00 | 93.35 | 92.29 | 91.30 | 91.38 |
| 12 | 372 | 64 | 0.01 | 48 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 93.48 | 90.65 | 92.06 | 90.57 | 91.27 | 90.92 | 91.71 | 90.85 | 89.17 | 89.74 | 91.69 | 92.14 | 90.76 | 91.65 | 91.44 | 89.03 | 93.45 | 92.16 | 89.80 | 90.75 | 93.07 | 91.77 | 92.15 | 92.37 | 92.63 | 91.41 |
| 13 | 372 | 64 | 0.01 | 48 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 92.26 | 90.97 | 92.26 | 91.60 | 90.04 | 92.42 | 91.23 | 89.80 | 93.48 | 92.27 | 91.93 | 91.02 | 91.19 | 93.41 | 91.62 | 91.09 | 94.17 | 91.29 | 93.27 | 92.19 | 93.46 | 91.01 | 92.64 | 94.17 | 92.58 | 91.49 |
| 8 | 372 | 64 | 0.01 | 48 | 0.00001 | 36 | 1.000000e-08 | 1.000000e-08 | 88.77 | 92.66 | 91.00 | 91.67 | 91.42 | 93.64 | 90.89 | 90.78 | 91.53 | 91.09 | 92.19 | 90.42 | 91.73 | 90.35 | 92.11 | 91.28 | 90.76 | 92.90 | 92.01 | 90.34 | 93.09 | 92.43 | 92.85 | 92.64 | 92.15 | 92.65 |
| 7 | 372 | 64 | 0.01 | 48 | 0.00001 | 48 | 1.000000e-08 | 1.000000e-08 | 91.78 | 91.11 | 91.10 | 93.42 | 93.27 | 90.41 | 92.09 | 91.19 | 92.78 | 92.42 | 91.65 | 90.49 | 91.91 | 91.02 | 91.39 | 90.09 | 92.34 | 92.76 | 92.54 | 93.54 | 92.26 | 93.17 | 92.33 | 92.43 | 92.23 | 91.16 |
| 0 | 372 | 64 | 0.01 | 48 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 92.91 | 94.20 | 93.00 | 91.22 | 93.12 | 90.93 | 92.49 | 91.00 | 90.34 | 90.41 | 93.04 | 91.42 | 91.96 | 90.70 | 90.86 | 90.50 | 92.76 | 92.45 | 94.97 | 93.43 | 93.05 | 94.00 | 93.16 | 90.18 | 92.95 | 93.96 |
| 10 | 372 | 64 | 0.01 | 48 | 0.00100 | 36 | 0.000000e+00 | 0.000000e+00 | 90.52 | 91.57 | 91.59 | 90.89 | 92.19 | 90.81 | 92.14 | 90.51 | 93.11 | 93.85 | 92.53 | 92.45 | 93.05 | 93.30 | 91.16 | 91.45 | 91.88 | 91.43 | 93.79 | 91.21 | 93.89 | 93.21 | 92.93 | 92.25 | 93.62 | 91.99 |
| 17 | 372 | 64 | 0.01 | 48 | 0.00100 | 36 | 0.000000e+00 | 1.000000e-08 | 93.03 | 91.43 | 92.54 | 91.09 | 92.54 | 92.40 | 92.04 | 90.68 | 92.82 | 90.41 | 92.42 | 90.24 | 89.89 | 93.15 | 91.38 | 92.93 | 94.68 | 91.51 | 92.26 | 91.98 | 92.35 | 94.34 | 93.31 | 92.53 | 91.72 | 93.30 |
| 11 | 372 | 64 | 0.01 | 48 | 0.00100 | 48 | 1.000000e-08 | 1.000000e-08 | 90.85 | 93.22 | 90.81 | 91.36 | 90.42 | 92.09 | 92.72 | 91.73 | 90.54 | 91.17 | 92.16 | 90.96 | 91.52 | 92.04 | 91.53 | 93.29 | 91.16 | 92.87 | 92.09 | 92.06 | 93.01 | 91.50 | 93.44 | 94.53 | 91.23 | 92.46 |
| 15 | 372 | 64 | 0.01 | 64 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 92.18 | 91.62 | 91.51 | 91.25 | 91.38 | 91.99 | 90.44 | 91.56 | 91.46 | 93.01 | 92.83 | 92.65 | 92.10 | 93.41 | 91.61 | 92.77 | 92.74 | 92.72 | 92.65 | 92.59 | 92.62 | 92.15 | 94.12 | 92.86 | 93.18 | 92.34 |
| 9 | 372 | 64 | 0.01 | 64 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 92.70 | 90.99 | 92.65 | 94.05 | 91.75 | 91.57 | 92.53 | 90.62 | 91.87 | 91.18 | 93.42 | 91.74 | 91.36 | 93.05 | 89.65 | 91.97 | 93.05 | 92.07 | 93.04 | 93.05 | 92.46 | 94.16 | 93.28 | 90.41 | 93.27 | 92.27 |
| 1 | 372 | 64 | 0.01 | 64 | 0.00001 | 36 | 1.000000e-08 | 0.000000e+00 | 92.83 | 92.36 | 93.61 | 91.90 | 91.86 | 90.07 | 91.79 | 92.02 | 92.35 | 91.87 | 93.05 | 90.96 | 91.96 | 93.17 | 91.81 | 91.38 | 92.06 | 91.16 | 92.32 | 90.21 | 92.87 | 93.73 | 92.31 | 94.07 | 93.28 | 91.25 |
| 19 | 372 | 64 | 0.01 | 64 | 0.00100 | 36 | 1.000000e-08 | 1.000000e-08 | 92.11 | 92.80 | 92.31 | 92.88 | 92.80 | 92.27 | 92.78 | 91.70 | 91.18 | 91.84 | 92.79 | 92.67 | 91.55 | 90.99 | 91.56 | 91.02 | 92.74 | 94.30 | 94.22 | 91.27 | 94.21 | 92.46 | 93.80 | 92.62 | 92.82 | 91.48 |
Size of the test data: (20, 34)
Average & Std Deviation of the Significant rows:
| mean | std | |
|---|---|---|
| mAP_valid_abs_values_11 | 90.7025 | 0.502047 |
| mAP_valid_abs_values_20 | 90.6355 | 0.585082 |
| mAP_valid_abs_values_6 | 90.5540 | 0.539136 |
| mAP_valid_abs_values_22 | 90.5415 | 0.794125 |
| mAP_valid_abs_values_19 | 90.5095 | 0.544759 |
| mAP_valid_abs_values_16 | 90.4460 | 0.552129 |
| mAP_valid_abs_values_12 | 90.4040 | 0.685998 |
| mAP_valid_abs_values_2 | 90.3415 | 0.776207 |
| mAP_valid_abs_values_21 | 90.2375 | 0.748506 |
| mAP_valid_abs_values_18 | 90.2165 | 0.702539 |
| mAP_valid_abs_values_17 | 90.1100 | 0.713885 |
| mAP_valid_abs_values_13 | 90.1085 | 0.828856 |
| mAP_valid_abs_values_9 | 90.0740 | 0.763264 |
| mAP_valid_abs_values_7 | 90.0455 | 0.754401 |
| mAP_valid_abs_values_4 | 90.0265 | 0.706781 |
| mAP_valid_abs_values_25 | 89.9275 | 0.951298 |
| mAP_valid_abs_values_8 | 89.9265 | 0.592339 |
| mAP_valid_abs_values_23 | 89.8990 | 0.888090 |
| mAP_valid_abs_values_14 | 89.8485 | 0.788224 |
| mAP_valid_abs_values_24 | 89.8385 | 0.767609 |
| mAP_valid_abs_values_5 | 89.8115 | 0.703190 |
| mAP_valid_abs_values_26 | 89.7945 | 0.870919 |
| mAP_valid_abs_values_3 | 89.6680 | 0.898224 |
| mAP_valid_abs_values_15 | 89.6560 | 0.796733 |
| mAP_valid_abs_values_10 | 89.5210 | 0.541731 |
| mAP_valid_abs_values | 89.4940 | 0.849541 |
We then apply the hyperparameters to the test set and average the results.
Code
####################################################
# Use the hyperparameters to the test data.
####################################################
optimal_params = dt_valid.loc[dt_valid_sub_mw1.index][['input_size', 'output_size', 'learning_rate', 'batch_size', 'alpha', 'margin', 'l1_reg', 'l2_reg']].reset_index()
optimal_params.drop(['index'], axis=1, inplace = True)
optimal_params.to_csv('optimal_params_64bit.csv',index=False)
#rotation invariance test data with optimal parameters
test_data_1 = pd.merge(optimal_params, dt_test, how='left')
test_data_1_sub = test_data_1[list(test_data_1.columns[test_data_1.columns.str.startswith('mAP_test')])]
test_data_1['average_map'] = test_data_1_sub.apply(np.mean, axis=1)
test_data_1.sort_values(by=['average_map'], ascending= False,inplace=True)| mean | std | |
|---|---|---|
| mAP_test_abs_values_23 | 92.974500 | 0.757548 |
| mAP_test_abs_values_21 | 92.765000 | 0.747920 |
| mAP_test_abs_values_19 | 92.611000 | 1.176730 |
| mAP_test_abs_values_25 | 92.367000 | 0.718742 |
| mAP_test_abs_values_24 | 92.271000 | 1.217486 |
| mAP_test_abs_values_22 | 92.270500 | 1.335213 |
| mAP_test_abs_values_11 | 92.150000 | 0.908811 |
| mAP_test_abs_values_17 | 92.081000 | 1.449711 |
| mAP_test_abs_values_18 | 92.076500 | 0.807864 |
| mAP_test_abs_values_2 | 91.972500 | 0.995378 |
| mAP_test_abs_values_14 | 91.905000 | 1.054766 |
| mAP_test_abs_values_9 | 91.873500 | 1.059470 |
| average_map | 91.864865 | 0.388370 |
| mAP_test_abs_values_26 | 91.775000 | 1.156649 |
| mAP_test_abs_values_4 | 91.720500 | 0.984552 |
| mAP_test_abs_values_3 | 91.703500 | 1.024029 |
| mAP_test_abs_values_5 | 91.690500 | 0.877337 |
| mAP_test_abs_values_7 | 91.658500 | 0.905261 |
| mAP_test_abs_values_16 | 91.639000 | 1.115635 |
| mAP_test_abs_values_12 | 91.633500 | 0.984412 |
| mAP_test_abs_values | 91.569000 | 1.553044 |
| mAP_test_abs_values_20 | 91.529500 | 1.187330 |
| mAP_test_abs_values_10 | 91.483000 | 1.176064 |
| mAP_test_abs_values_6 | 91.349500 | 1.050431 |
| mAP_test_abs_values_13 | 91.329500 | 0.924460 |
| mAP_test_abs_values_15 | 91.172000 | 0.864697 |
| mAP_test_abs_values_8 | 90.916000 | 0.658342 |
Code
def extract_number(text):
if isinstance(text, str):
matches = re.findall(r'\d+', text)
return int(matches[0]) if matches else 1
return 1
res_valid_mwu_64['id'] = res_valid_mwu_64.index.to_series().apply(extract_number)
res_test_mwu_64['id'] = res_test_mwu_64.index.to_series().apply(extract_number)
res_comb = pd.concat([res_valid_mwu_64,res_test_mwu_64])
index_series = res_comb.index.to_series()
res_comb['type'] = np.where(
index_series.str.contains('valid', case=False), 'valid',
np.where(index_series.str.contains('test', case=False), 'test', 'unknown')
)
res_comb = res_comb.query("type !='unknown'")
res_comb = res_comb.reset_index(drop=True)
res_test_mwu_64 = res_test_mwu_64.sort_values(by=['id']).reset_index().query("index !='average_map'")
res_valid_mwu_64 = res_valid_mwu_64.reset_index(drop=True)
res_valid_mwu_64.columns = ['valid_score', 'std', 'id']
res_valid_mwu_64 = res_valid_mwu_64[['valid_score', 'id']]
res_test_mwu_64.columns = ['label2', 'test_score', 'std', 'id']
res_test_mwu_64 = res_test_mwu_64[['test_score', 'id']]
result_merged_mwu_64 = pd.merge(res_valid_mwu_64,res_test_mwu_64,on='id')
result_merged_mwu_64.sort_values(by=['valid_score'], ascending=False,inplace=True)
result_merged_mwu_64 = result_merged_mwu_64[['id','valid_score','test_score']]
html_table = result_merged_mwu_64.to_html(index=True)
# Wrap in a scrollable div
scrollable_table = f"""
<div style="height: 500px; width: 100%; overflow-x: auto; overflow-y: auto;">
{html_table}
</div>
"""
# Display the scrollable table
display(HTML(scrollable_table))| id | valid_score | test_score | |
|---|---|---|---|
| 0 | 11 | 90.7025 | 92.1500 |
| 1 | 20 | 90.6355 | 91.5295 |
| 2 | 6 | 90.5540 | 91.3495 |
| 3 | 22 | 90.5415 | 92.2705 |
| 4 | 19 | 90.5095 | 92.6110 |
| 5 | 16 | 90.4460 | 91.6390 |
| 6 | 12 | 90.4040 | 91.6335 |
| 7 | 2 | 90.3415 | 91.9725 |
| 8 | 21 | 90.2375 | 92.7650 |
| 9 | 18 | 90.2165 | 92.0765 |
| 10 | 17 | 90.1100 | 92.0810 |
| 11 | 13 | 90.1085 | 91.3295 |
| 12 | 9 | 90.0740 | 91.8735 |
| 13 | 7 | 90.0455 | 91.6585 |
| 14 | 4 | 90.0265 | 91.7205 |
| 15 | 25 | 89.9275 | 92.3670 |
| 16 | 8 | 89.9265 | 90.9160 |
| 17 | 23 | 89.8990 | 92.9745 |
| 18 | 14 | 89.8485 | 91.9050 |
| 19 | 24 | 89.8385 | 92.2710 |
| 20 | 5 | 89.8115 | 91.6905 |
| 21 | 26 | 89.7945 | 91.7750 |
| 22 | 3 | 89.6680 | 91.7035 |
| 23 | 15 | 89.6560 | 91.1720 |
| 24 | 10 | 89.5210 | 91.4830 |
| 25 | 1 | 89.4940 | 91.5690 |
Code
#%%
layer_vsn = 'v3_layers_64_72'
dt_valid = pd.read_csv(f"descriptors_tain_valid_test/v3_layers/merged_validation_runs_wide_format_abs_13062024_{layer_vsn}.csv")
dt_test = pd.read_csv(f"descriptors_tain_valid_test/v3_layers/merged_test_runs_wide_format_abs_13062024_{layer_vsn}.csv")
output_size = 72
query = (
"output_size == @output_size "
)
dt_valid = dt_valid.query(query)
dt_test = dt_test.query(query)| input_size | output_size | learning_rate | batch_size | alpha | margin | l1_reg | l2_reg | mAP_valid_abs_values | mAP_valid_abs_values_2 | mAP_valid_abs_values_3 | mAP_valid_abs_values_4 | mAP_valid_abs_values_5 | mAP_valid_abs_values_6 | mAP_valid_abs_values_7 | mAP_valid_abs_values_8 | mAP_valid_abs_values_9 | mAP_valid_abs_values_10 | mAP_valid_abs_values_11 | mAP_valid_abs_values_12 | mAP_valid_abs_values_13 | mAP_valid_abs_values_14 | mAP_valid_abs_values_15 | mAP_valid_abs_values_16 | mAP_valid_abs_values_17 | mAP_valid_abs_values_18 | mAP_valid_abs_values_19 | mAP_valid_abs_values_20 | mAP_valid_abs_values_21 | mAP_valid_abs_values_22 | mAP_valid_abs_values_23 | mAP_valid_abs_values_24 | mAP_valid_abs_values_25 | mAP_valid_abs_values_26 | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 4 | 372 | 72 | 0.10 | 32 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 85.80 | 87.25 | 86.23 | 87.48 | 86.51 | 87.07 | 87.08 | 87.30 | 88.04 | 87.27 | 88.85 | 89.16 | 88.14 | 87.93 | 88.57 | 87.02 | 87.41 | 87.73 | 88.33 | 87.71 | 88.93 | 88.18 | 86.54 | 87.70 | 87.71 | 88.54 |
| 5 | 372 | 72 | 0.10 | 32 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 85.68 | 88.57 | 87.10 | 87.49 | 86.02 | 88.61 | 87.30 | 86.19 | 89.36 | 89.06 | 91.16 | 88.92 | 88.63 | 90.18 | 88.91 | 88.70 | 90.17 | 86.59 | 89.34 | 88.07 | 89.76 | 88.65 | 87.91 | 86.68 | 88.61 | 88.94 |
| 6 | 372 | 72 | 0.10 | 32 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 87.09 | 89.07 | 87.36 | 89.26 | 87.75 | 88.57 | 87.92 | 87.71 | 89.66 | 87.65 | 90.41 | 87.45 | 88.79 | 87.04 | 89.43 | 88.49 | 87.81 | 89.09 | 89.41 | 86.94 | 89.01 | 86.87 | 87.33 | 88.07 | 88.18 | 88.69 |
| 7 | 372 | 72 | 0.10 | 32 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 90.05 | 87.84 | 88.56 | 88.05 | 87.85 | 87.02 | 87.60 | 86.50 | 89.30 | 87.65 | 88.71 | 88.31 | 88.39 | 89.30 | 88.82 | 88.37 | 87.89 | 88.91 | 88.74 | 88.00 | 88.56 | 88.96 | 89.03 | 90.10 | 89.33 | 90.52 |
| 12 | 372 | 72 | 0.10 | 48 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 86.48 | 86.21 | 87.33 | 87.05 | 85.70 | 87.67 | 89.25 | 88.16 | 87.34 | 87.19 | 86.41 | 88.23 | 87.81 | 87.74 | 88.68 | 85.98 | 87.90 | 87.65 | 88.20 | 89.77 | 87.44 | 87.51 | 87.85 | 88.02 | 86.89 | 88.09 |
| 13 | 372 | 72 | 0.10 | 48 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 88.11 | 87.48 | 88.34 | 88.96 | 87.40 | 89.06 | 88.85 | 88.66 | 88.59 | 87.61 | 89.24 | 90.14 | 88.02 | 90.29 | 87.92 | 88.45 | 89.17 | 89.47 | 87.92 | 89.88 | 87.04 | 88.25 | 89.80 | 89.14 | 88.26 | 89.47 |
| 14 | 372 | 72 | 0.10 | 48 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 87.47 | 87.86 | 88.29 | 88.51 | 88.15 | 89.05 | 86.43 | 89.11 | 86.86 | 88.09 | 88.52 | 89.57 | 88.03 | 88.20 | 88.70 | 88.91 | 88.24 | 90.23 | 89.68 | 88.42 | 88.86 | 87.34 | 88.80 | 88.49 | 88.36 | 87.59 |
| 15 | 372 | 72 | 0.10 | 48 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 87.99 | 88.54 | 88.84 | 88.51 | 88.32 | 88.43 | 88.26 | 89.22 | 90.03 | 88.56 | 89.87 | 88.81 | 88.61 | 88.12 | 89.23 | 90.17 | 86.60 | 88.82 | 88.98 | 89.25 | 88.78 | 89.12 | 88.64 | 87.42 | 88.38 | 89.45 |
| 20 | 372 | 72 | 0.10 | 64 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 86.46 | 88.80 | 85.92 | 87.45 | 88.83 | 88.36 | 87.22 | 89.56 | 87.42 | 89.15 | 89.05 | 88.42 | 88.14 | 87.06 | 88.08 | 89.03 | 89.96 | 85.80 | 87.31 | 87.88 | 89.01 | 88.58 | 87.83 | 88.02 | 89.22 | 87.09 |
| 21 | 372 | 72 | 0.10 | 64 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 85.11 | 89.57 | 89.51 | 89.13 | 88.44 | 88.83 | 85.84 | 88.65 | 89.34 | 89.47 | 88.13 | 89.92 | 87.44 | 87.94 | 89.31 | 88.55 | 88.91 | 88.61 | 87.45 | 88.63 | 89.38 | 90.86 | 88.50 | 88.47 | 87.96 | 86.68 |
| 22 | 372 | 72 | 0.10 | 64 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 88.22 | 87.73 | 89.02 | 87.30 | 87.42 | 88.87 | 87.72 | 88.19 | 86.84 | 89.36 | 88.63 | 88.22 | 88.01 | 91.17 | 88.92 | 89.71 | 90.03 | 86.89 | 90.04 | 89.07 | 87.11 | 90.85 | 89.16 | 87.80 | 88.72 | 88.83 |
| 23 | 372 | 72 | 0.10 | 64 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 86.95 | 89.37 | 87.99 | 88.17 | 88.02 | 89.72 | 89.70 | 88.98 | 89.25 | 88.31 | 88.03 | 88.54 | 87.83 | 87.44 | 90.12 | 89.24 | 89.38 | 89.71 | 88.26 | 90.57 | 87.14 | 88.89 | 87.77 | 89.33 | 88.55 | 87.50 |
| 28 | 372 | 72 | 0.10 | 32 | 0.00100 | 36 | 0.000000e+00 | 0.000000e+00 | 86.62 | 88.32 | 87.08 | 89.66 | 87.74 | 88.28 | 88.40 | 88.61 | 88.43 | 88.77 | 87.78 | 88.69 | 88.48 | 89.76 | 87.16 | 88.79 | 88.04 | 89.18 | 90.00 | 88.13 | 88.54 | 89.09 | 87.98 | 87.84 | 87.93 | 87.71 |
| 29 | 372 | 72 | 0.10 | 32 | 0.00100 | 36 | 0.000000e+00 | 1.000000e-08 | 87.47 | 89.28 | 87.22 | 88.24 | 88.50 | 89.01 | 88.61 | 88.47 | 87.49 | 88.35 | 89.56 | 89.29 | 88.76 | 89.99 | 89.07 | 90.38 | 90.19 | 89.89 | 89.29 | 90.38 | 89.00 | 88.89 | 88.08 | 88.21 | 88.79 | 87.76 |
| 30 | 372 | 72 | 0.10 | 32 | 0.00100 | 36 | 1.000000e-08 | 0.000000e+00 | 89.17 | 88.99 | 89.66 | 88.67 | 89.21 | 88.90 | 88.27 | 88.48 | 88.79 | 87.57 | 91.49 | 89.82 | 91.00 | 87.15 | 42.66 | 89.28 | 89.59 | 90.12 | 88.95 | 89.90 | 87.98 | 89.12 | 87.93 | 89.08 | 88.29 | 88.37 |
| 31 | 372 | 72 | 0.10 | 32 | 0.00100 | 36 | 1.000000e-08 | 1.000000e-08 | 88.41 | 89.07 | 89.21 | 88.81 | 88.65 | 89.46 | 89.40 | 90.01 | 90.90 | 88.06 | 88.90 | 89.65 | 88.99 | 86.71 | 88.29 | 90.18 | 89.40 | 86.89 | 89.83 | 89.05 | 90.11 | 88.18 | 88.96 | 88.43 | 89.66 | 90.27 |
| 36 | 372 | 72 | 0.10 | 48 | 0.00100 | 36 | 0.000000e+00 | 0.000000e+00 | 87.81 | 88.06 | 88.47 | 88.85 | 87.84 | 88.51 | 86.43 | 88.69 | 88.20 | 88.25 | 89.41 | 89.52 | 89.71 | 88.08 | 87.06 | 88.47 | 89.10 | 88.09 | 91.30 | 90.11 | 89.06 | 87.72 | 87.11 | 88.77 | 88.67 | 87.45 |
| 37 | 372 | 72 | 0.10 | 48 | 0.00100 | 36 | 0.000000e+00 | 1.000000e-08 | 86.94 | 88.99 | 86.13 | 89.15 | 88.64 | 88.48 | 87.62 | 88.23 | 88.05 | 87.25 | 88.84 | 88.99 | 89.15 | 89.43 | 88.31 | 88.93 | 88.86 | 89.12 | 88.31 | 89.31 | 88.88 | 88.86 | 88.98 | 89.88 | 87.15 | 88.46 |
| 38 | 372 | 72 | 0.10 | 48 | 0.00100 | 36 | 1.000000e-08 | 0.000000e+00 | 89.28 | 88.62 | 87.50 | 89.90 | 86.99 | 87.64 | 88.44 | 89.98 | 87.60 | 88.42 | 88.66 | 89.33 | 90.73 | 88.69 | 90.31 | 89.15 | 89.68 | 88.00 | 88.45 | 89.67 | 88.95 | 89.70 | 88.04 | 88.70 | 88.37 | 86.69 |
| 39 | 372 | 72 | 0.10 | 48 | 0.00100 | 36 | 1.000000e-08 | 1.000000e-08 | 88.86 | 89.15 | 87.89 | 90.08 | 89.55 | 88.94 | 87.19 | 86.40 | 89.28 | 89.17 | 89.06 | 89.52 | 89.43 | 90.07 | 89.23 | 89.29 | 88.19 | 89.81 | 88.50 | 89.86 | 88.67 | 89.62 | 87.13 | 87.72 | 90.34 | 89.49 |
| 44 | 372 | 72 | 0.10 | 64 | 0.00100 | 36 | 0.000000e+00 | 0.000000e+00 | 85.62 | 87.29 | 87.64 | 88.43 | 87.63 | 87.98 | 91.35 | 89.54 | 87.16 | 86.59 | 87.94 | 88.72 | 87.80 | 88.00 | 88.81 | 88.65 | 88.34 | 88.42 | 89.62 | 87.86 | 87.78 | 87.59 | 88.44 | 88.65 | 87.80 | 88.25 |
| 45 | 372 | 72 | 0.10 | 64 | 0.00100 | 36 | 0.000000e+00 | 1.000000e-08 | 86.72 | 89.93 | 87.31 | 88.32 | 88.54 | 87.48 | 89.01 | 86.74 | 89.48 | 88.23 | 89.46 | 87.82 | 89.67 | 86.40 | 87.58 | 88.36 | 89.34 | 88.63 | 90.24 | 89.03 | 87.89 | 88.84 | 86.83 | 89.88 | 87.20 | 89.36 |
| 46 | 372 | 72 | 0.10 | 64 | 0.00100 | 36 | 1.000000e-08 | 0.000000e+00 | 87.24 | 88.30 | 88.74 | 88.34 | 88.16 | 87.85 | 90.24 | 87.01 | 89.52 | 89.52 | 88.35 | 88.43 | 89.04 | 89.28 | 88.65 | 88.23 | 88.52 | 89.62 | 89.03 | 88.61 | 91.47 | 88.44 | 90.35 | 89.62 | 88.04 | 88.99 |
| 47 | 372 | 72 | 0.10 | 64 | 0.00100 | 36 | 1.000000e-08 | 1.000000e-08 | 89.00 | 88.21 | 88.05 | 87.81 | 87.46 | 89.28 | 86.97 | 89.16 | 89.07 | 89.28 | 88.10 | 88.85 | 88.23 | 90.32 | 87.44 | 88.06 | 87.70 | 90.15 | 89.06 | 90.14 | 88.62 | 90.34 | 90.77 | 88.44 | 88.79 | 90.02 |
| 52 | 372 | 72 | 0.10 | 32 | 0.00100 | 48 | 0.000000e+00 | 0.000000e+00 | 86.74 | 88.43 | 88.05 | 87.37 | 87.35 | 88.28 | 87.46 | 88.14 | 88.62 | 87.05 | 87.19 | 89.64 | 88.81 | 88.19 | 87.88 | 88.99 | 88.67 | 42.66 | 88.62 | 87.72 | 90.08 | 88.10 | 88.05 | 88.61 | 88.25 | 88.38 |
| 53 | 372 | 72 | 0.10 | 32 | 0.00100 | 48 | 0.000000e+00 | 1.000000e-08 | 87.60 | 88.52 | 88.81 | 89.68 | 88.98 | 88.35 | 87.31 | 87.82 | 88.76 | 88.19 | 88.90 | 88.19 | 88.66 | 90.73 | 89.47 | 89.53 | 87.87 | 90.04 | 89.83 | 89.62 | 89.66 | 88.17 | 89.52 | 88.25 | 88.14 | 87.62 |
| 54 | 372 | 72 | 0.10 | 32 | 0.00100 | 48 | 1.000000e-08 | 0.000000e+00 | 89.72 | 88.94 | 89.17 | 88.83 | 89.00 | 89.25 | 89.45 | 89.44 | 88.56 | 88.55 | 90.60 | 90.51 | 91.16 | 86.85 | 88.89 | 89.12 | 89.11 | 88.63 | 89.31 | 42.66 | 89.27 | 88.75 | 88.95 | 89.22 | 89.67 | 89.45 |
| 55 | 372 | 72 | 0.10 | 32 | 0.00100 | 48 | 1.000000e-08 | 1.000000e-08 | 88.42 | 89.03 | 88.58 | 87.08 | 88.03 | 88.95 | 87.09 | 88.67 | 88.37 | 88.35 | 88.83 | 88.87 | 89.01 | 89.33 | 88.60 | 89.02 | 89.39 | 88.84 | 89.70 | 87.89 | 88.79 | 89.38 | 89.20 | 89.58 | 87.42 | 88.77 |
| 60 | 372 | 72 | 0.10 | 48 | 0.00100 | 48 | 0.000000e+00 | 0.000000e+00 | 87.52 | 88.28 | 86.65 | 86.13 | 87.85 | 88.92 | 87.64 | 90.12 | 88.19 | 90.30 | 89.12 | 90.10 | 89.74 | 88.86 | 88.96 | 88.58 | 87.41 | 88.23 | 89.16 | 88.32 | 88.58 | 88.07 | 86.64 | 88.50 | 88.57 | 88.23 |
| 61 | 372 | 72 | 0.10 | 48 | 0.00100 | 48 | 0.000000e+00 | 1.000000e-08 | 86.73 | 88.61 | 89.13 | 88.88 | 87.69 | 88.59 | 88.20 | 88.69 | 88.54 | 87.58 | 87.62 | 89.87 | 89.26 | 89.22 | 88.93 | 88.22 | 88.34 | 88.56 | 88.17 | 89.03 | 88.21 | 91.67 | 89.05 | 87.37 | 88.01 | 89.62 |
| 62 | 372 | 72 | 0.10 | 48 | 0.00100 | 48 | 1.000000e-08 | 0.000000e+00 | 88.95 | 88.79 | 89.29 | 89.00 | 88.83 | 88.71 | 87.40 | 90.12 | 90.82 | 89.36 | 89.22 | 88.64 | 86.91 | 88.68 | 88.12 | 88.11 | 88.98 | 87.79 | 90.59 | 88.36 | 89.25 | 89.02 | 87.89 | 89.04 | 89.21 | 88.24 |
| 63 | 372 | 72 | 0.10 | 48 | 0.00100 | 48 | 1.000000e-08 | 1.000000e-08 | 86.67 | 42.66 | 89.82 | 88.77 | 42.66 | 88.24 | 88.03 | 89.65 | 42.66 | 90.09 | 89.23 | 89.15 | 88.31 | 87.37 | 42.66 | 89.05 | 89.20 | 90.00 | 90.07 | 88.54 | 89.80 | 89.31 | 88.07 | 88.43 | 88.36 | 88.93 |
| 68 | 372 | 72 | 0.10 | 64 | 0.00100 | 48 | 0.000000e+00 | 0.000000e+00 | 86.66 | 89.11 | 87.81 | 86.83 | 88.55 | 87.63 | 88.03 | 89.76 | 87.30 | 88.32 | 88.92 | 89.29 | 88.43 | 89.60 | 89.35 | 89.81 | 88.64 | 89.48 | 90.40 | 88.28 | 88.19 | 88.39 | 88.91 | 88.35 | 88.71 | 89.75 |
| 69 | 372 | 72 | 0.10 | 64 | 0.00100 | 48 | 0.000000e+00 | 1.000000e-08 | 87.03 | 89.01 | 87.64 | 89.17 | 88.53 | 87.54 | 89.27 | 87.25 | 87.94 | 88.18 | 88.55 | 90.57 | 89.55 | 89.81 | 88.36 | 88.36 | 89.34 | 89.02 | 89.44 | 87.78 | 89.80 | 88.71 | 88.53 | 89.83 | 87.41 | 88.08 |
| 70 | 372 | 72 | 0.10 | 64 | 0.00100 | 48 | 1.000000e-08 | 0.000000e+00 | 86.05 | 88.86 | 87.44 | 88.63 | 90.06 | 88.14 | 89.19 | 88.79 | 88.85 | 88.90 | 88.66 | 89.37 | 88.70 | 89.72 | 87.07 | 89.62 | 89.15 | 89.41 | 88.85 | 88.18 | 88.89 | 89.36 | 88.35 | 87.92 | 88.71 | 89.37 |
| 71 | 372 | 72 | 0.10 | 64 | 0.00100 | 48 | 1.000000e-08 | 1.000000e-08 | 86.52 | 88.03 | 87.44 | 88.94 | 87.69 | 88.48 | 86.98 | 89.82 | 88.46 | 88.28 | 89.02 | 87.81 | 91.19 | 88.96 | 88.23 | 88.49 | 88.50 | 89.06 | 88.36 | 88.02 | 88.62 | 88.39 | 89.01 | 88.03 | 89.03 | 89.61 |
| 76 | 372 | 72 | 0.10 | 32 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 86.54 | 87.59 | 86.29 | 87.21 | 86.47 | 87.19 | 87.72 | 90.13 | 85.49 | 88.68 | 89.66 | 89.16 | 88.68 | 87.55 | 89.40 | 87.96 | 88.69 | 87.99 | 90.23 | 87.25 | 87.70 | 87.93 | 87.67 | 88.12 | 88.63 | 86.07 |
| 77 | 372 | 72 | 0.10 | 32 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 87.38 | 89.23 | 88.05 | 88.59 | 88.14 | 87.68 | 88.04 | 88.88 | 86.62 | 86.91 | 89.21 | 89.05 | 89.93 | 88.59 | 88.22 | 90.27 | 87.48 | 88.96 | 88.83 | 88.18 | 88.20 | 89.05 | 88.54 | 87.26 | 88.95 | 89.24 |
| 78 | 372 | 72 | 0.10 | 32 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 88.34 | 87.95 | 89.64 | 86.81 | 87.74 | 88.36 | 87.55 | 88.10 | 86.80 | 89.87 | 88.59 | 88.69 | 88.19 | 89.26 | 88.07 | 88.68 | 89.42 | 87.67 | 89.85 | 88.44 | 89.22 | 89.41 | 88.60 | 89.72 | 88.64 | 88.40 |
| 79 | 372 | 72 | 0.10 | 32 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 87.78 | 88.39 | 88.10 | 87.56 | 86.77 | 89.01 | 88.47 | 88.29 | 89.56 | 88.94 | 89.04 | 87.54 | 88.24 | 89.35 | 88.97 | 89.34 | 89.96 | 90.12 | 88.69 | 90.36 | 88.69 | 87.95 | 88.07 | 88.12 | 89.73 | 88.78 |
| 84 | 372 | 72 | 0.10 | 48 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 86.76 | 87.90 | 87.51 | 86.90 | 88.40 | 87.86 | 87.99 | 91.04 | 87.59 | 88.68 | 87.59 | 89.43 | 89.22 | 89.08 | 88.73 | 88.57 | 87.77 | 88.41 | 86.39 | 88.67 | 90.11 | 89.26 | 89.50 | 88.70 | 87.31 | 88.66 |
| 85 | 372 | 72 | 0.10 | 48 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 89.47 | 89.68 | 89.00 | 90.01 | 87.40 | 87.82 | 90.27 | 90.12 | 88.95 | 87.97 | 88.75 | 90.08 | 90.05 | 88.77 | 89.33 | 89.04 | 88.64 | 88.05 | 88.44 | 89.16 | 89.76 | 89.66 | 89.46 | 89.27 | 89.50 | 88.25 |
| 86 | 372 | 72 | 0.10 | 48 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 89.39 | 88.37 | 87.75 | 87.97 | 88.44 | 89.39 | 87.79 | 89.10 | 88.22 | 89.11 | 88.09 | 89.40 | 89.38 | 88.16 | 88.08 | 89.51 | 89.69 | 88.11 | 87.91 | 88.42 | 90.07 | 86.61 | 87.48 | 88.06 | 88.61 | 90.50 |
| 87 | 372 | 72 | 0.10 | 48 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 89.77 | 88.39 | 87.98 | 90.18 | 88.82 | 89.06 | 88.91 | 90.96 | 88.89 | 88.80 | 89.51 | 91.05 | 90.20 | 88.91 | 89.81 | 90.35 | 90.01 | 89.17 | 89.49 | 89.60 | 89.36 | 90.16 | 88.43 | 89.29 | 90.20 | 87.91 |
| 92 | 372 | 72 | 0.10 | 64 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 86.52 | 89.21 | 87.36 | 86.84 | 88.70 | 87.57 | 88.46 | 89.61 | 89.05 | 87.95 | 88.43 | 88.11 | 85.12 | 89.23 | 90.38 | 88.41 | 88.65 | 90.31 | 88.31 | 86.93 | 86.90 | 87.31 | 88.31 | 87.88 | 88.59 | 87.62 |
| 93 | 372 | 72 | 0.10 | 64 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 88.22 | 87.41 | 87.22 | 89.11 | 89.70 | 87.39 | 90.17 | 88.46 | 89.13 | 88.31 | 88.96 | 90.42 | 88.16 | 88.47 | 88.21 | 89.36 | 88.88 | 89.52 | 88.06 | 88.97 | 89.06 | 89.61 | 87.14 | 88.53 | 92.38 | 89.38 |
| 94 | 372 | 72 | 0.10 | 64 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 88.52 | 86.71 | 89.03 | 90.36 | 89.09 | 88.15 | 89.07 | 89.56 | 89.12 | 88.90 | 90.91 | 89.12 | 89.66 | 89.48 | 88.49 | 89.17 | 88.23 | 90.09 | 87.95 | 89.27 | 88.94 | 89.94 | 87.01 | 87.95 | 88.75 | 88.36 |
| 95 | 372 | 72 | 0.10 | 64 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 87.83 | 89.39 | 87.65 | 88.74 | 88.79 | 89.12 | 88.46 | 88.64 | 88.56 | 88.69 | 88.81 | 88.93 | 89.67 | 87.85 | 90.94 | 88.98 | 87.60 | 89.77 | 90.21 | 90.16 | 88.81 | 89.30 | 89.08 | 88.50 | 88.80 | 88.56 |
| 100 | 372 | 72 | 0.10 | 32 | 0.00001 | 36 | 0.000000e+00 | 0.000000e+00 | 86.91 | 89.22 | 86.95 | 87.78 | 87.19 | 87.76 | 87.95 | 88.73 | 87.93 | 88.36 | 87.75 | 89.18 | 88.37 | 88.27 | 88.37 | 87.85 | 87.50 | 88.53 | 88.82 | 87.82 | 87.74 | 88.78 | 87.45 | 86.60 | 87.92 | 88.17 |
| 101 | 372 | 72 | 0.10 | 32 | 0.00001 | 36 | 0.000000e+00 | 1.000000e-08 | 86.76 | 87.97 | 89.38 | 89.84 | 89.44 | 89.34 | 87.42 | 88.44 | 87.17 | 88.70 | 90.04 | 89.93 | 89.82 | 88.44 | 88.15 | 89.54 | 89.14 | 90.93 | 88.00 | 87.96 | 89.08 | 89.77 | 90.85 | 90.45 | 87.78 | 89.77 |
| 102 | 372 | 72 | 0.10 | 32 | 0.00001 | 36 | 1.000000e-08 | 0.000000e+00 | 87.93 | 88.47 | 89.37 | 89.58 | 89.97 | 89.44 | 89.18 | 88.55 | 89.49 | 89.83 | 89.49 | 89.24 | 88.76 | 91.21 | 87.84 | 88.90 | 87.82 | 89.72 | 89.58 | 88.91 | 88.85 | 89.77 | 89.24 | 88.73 | 89.02 | 88.88 |
| 103 | 372 | 72 | 0.10 | 32 | 0.00001 | 36 | 1.000000e-08 | 1.000000e-08 | 87.52 | 90.86 | 88.90 | 90.56 | 88.47 | 88.32 | 87.65 | 89.76 | 87.57 | 88.85 | 90.42 | 89.80 | 88.83 | 88.69 | 91.30 | 88.90 | 89.46 | 88.39 | 88.99 | 88.45 | 90.25 | 89.86 | 86.92 | 89.87 | 88.12 | 88.61 |
| 108 | 372 | 72 | 0.10 | 48 | 0.00001 | 36 | 0.000000e+00 | 0.000000e+00 | 86.66 | 87.51 | 86.63 | 88.30 | 86.70 | 88.93 | 88.60 | 89.18 | 88.19 | 89.33 | 89.16 | 89.19 | 88.38 | 88.14 | 89.25 | 90.84 | 90.10 | 88.84 | 88.31 | 88.26 | 88.66 | 89.28 | 87.36 | 88.13 | 88.58 | 86.99 |
| 109 | 372 | 72 | 0.10 | 48 | 0.00001 | 36 | 0.000000e+00 | 1.000000e-08 | 87.54 | 89.51 | 88.96 | 88.76 | 88.68 | 88.66 | 88.18 | 88.00 | 88.73 | 88.35 | 89.42 | 88.37 | 90.34 | 89.37 | 90.13 | 88.42 | 88.90 | 90.57 | 90.30 | 89.96 | 88.10 | 90.08 | 88.67 | 88.92 | 88.31 | 88.51 |
| 110 | 372 | 72 | 0.10 | 48 | 0.00001 | 36 | 1.000000e-08 | 0.000000e+00 | 87.87 | 89.14 | 87.82 | 88.89 | 89.13 | 90.59 | 89.26 | 89.91 | 89.31 | 87.28 | 88.69 | 88.76 | 90.03 | 88.81 | 90.38 | 88.92 | 88.94 | 89.97 | 89.67 | 89.40 | 88.85 | 90.53 | 87.74 | 89.86 | 89.15 | 88.63 |
| 111 | 372 | 72 | 0.10 | 48 | 0.00001 | 36 | 1.000000e-08 | 1.000000e-08 | 88.91 | 87.87 | 89.20 | 90.36 | 89.00 | 88.58 | 88.46 | 89.32 | 89.73 | 89.83 | 88.67 | 89.08 | 87.86 | 89.84 | 88.65 | 90.02 | 88.74 | 87.48 | 89.12 | 89.94 | 89.04 | 88.94 | 89.69 | 88.89 | 89.01 | 88.00 |
| 116 | 372 | 72 | 0.10 | 64 | 0.00001 | 36 | 0.000000e+00 | 0.000000e+00 | 87.43 | 86.12 | 87.18 | 89.07 | 87.63 | 89.61 | 89.02 | 88.71 | 89.32 | 88.97 | 89.20 | 88.29 | 86.08 | 88.69 | 88.89 | 88.96 | 88.57 | 88.21 | 87.35 | 89.35 | 87.42 | 89.08 | 87.88 | 88.61 | 88.23 | 89.58 |
| 117 | 372 | 72 | 0.10 | 64 | 0.00001 | 36 | 0.000000e+00 | 1.000000e-08 | 88.12 | 89.27 | 87.67 | 88.30 | 88.19 | 89.53 | 88.58 | 89.00 | 88.28 | 88.05 | 87.70 | 88.95 | 89.17 | 89.12 | 88.70 | 88.89 | 89.95 | 89.16 | 88.11 | 89.98 | 89.03 | 88.76 | 89.54 | 88.80 | 88.63 | 88.29 |
| 118 | 372 | 72 | 0.10 | 64 | 0.00001 | 36 | 1.000000e-08 | 0.000000e+00 | 87.91 | 88.98 | 89.59 | 88.88 | 87.17 | 88.49 | 87.91 | 88.98 | 87.37 | 88.73 | 89.86 | 88.93 | 89.36 | 88.06 | 89.76 | 89.74 | 88.21 | 88.91 | 89.02 | 89.26 | 89.66 | 89.93 | 88.17 | 88.87 | 87.41 | 88.09 |
| 119 | 372 | 72 | 0.10 | 64 | 0.00001 | 36 | 1.000000e-08 | 1.000000e-08 | 89.30 | 89.81 | 88.51 | 88.55 | 90.52 | 88.64 | 89.47 | 89.00 | 89.10 | 88.53 | 89.15 | 88.23 | 88.78 | 89.41 | 88.16 | 89.49 | 89.25 | 87.35 | 89.93 | 89.02 | 88.87 | 88.33 | 87.36 | 89.83 | 88.57 | 90.54 |
| 124 | 372 | 72 | 0.10 | 32 | 0.00001 | 48 | 0.000000e+00 | 0.000000e+00 | 87.67 | 89.09 | 87.88 | 88.89 | 87.22 | 89.02 | 87.75 | 88.25 | 87.99 | 87.61 | 88.46 | 90.53 | 88.98 | 88.82 | 88.08 | 89.77 | 89.85 | 88.09 | 87.13 | 89.09 | 88.28 | 88.38 | 90.30 | 88.42 | 88.11 | 89.28 |
| 125 | 372 | 72 | 0.10 | 32 | 0.00001 | 48 | 0.000000e+00 | 1.000000e-08 | 87.67 | 88.28 | 88.80 | 88.54 | 86.80 | 89.57 | 88.84 | 91.13 | 89.58 | 87.87 | 88.79 | 90.26 | 89.80 | 88.54 | 88.73 | 88.82 | 87.99 | 89.93 | 88.54 | 89.17 | 88.88 | 88.78 | 88.51 | 89.00 | 89.46 | 88.80 |
| 126 | 372 | 72 | 0.10 | 32 | 0.00001 | 48 | 1.000000e-08 | 0.000000e+00 | 88.01 | 88.23 | 87.94 | 87.75 | 88.10 | 88.43 | 89.13 | 88.96 | 88.76 | 90.17 | 90.31 | 88.96 | 89.22 | 89.23 | 89.66 | 90.97 | 88.15 | 88.70 | 89.78 | 89.74 | 88.73 | 88.66 | 88.25 | 89.50 | 87.64 | 88.66 |
| 127 | 372 | 72 | 0.10 | 32 | 0.00001 | 48 | 1.000000e-08 | 1.000000e-08 | 89.51 | 89.52 | 88.02 | 88.00 | 89.57 | 88.93 | 90.39 | 89.11 | 89.40 | 87.36 | 88.99 | 88.95 | 89.66 | 89.18 | 87.66 | 87.91 | 89.23 | 87.73 | 89.23 | 89.00 | 87.08 | 88.28 | 87.77 | 87.44 | 88.50 | 86.12 |
| 132 | 372 | 72 | 0.10 | 48 | 0.00001 | 48 | 0.000000e+00 | 0.000000e+00 | 88.26 | 89.64 | 87.22 | 88.85 | 88.10 | 88.72 | 88.26 | 88.10 | 89.17 | 87.51 | 89.29 | 88.32 | 88.65 | 88.05 | 88.45 | 89.21 | 88.87 | 88.34 | 89.87 | 88.14 | 88.38 | 88.64 | 87.48 | 89.51 | 87.88 | 87.24 |
| 133 | 372 | 72 | 0.10 | 48 | 0.00001 | 48 | 0.000000e+00 | 1.000000e-08 | 87.98 | 89.75 | 89.04 | 88.52 | 88.56 | 89.66 | 88.08 | 88.01 | 87.29 | 89.07 | 87.98 | 90.05 | 91.19 | 88.59 | 88.45 | 89.00 | 89.85 | 87.84 | 88.72 | 90.22 | 87.79 | 88.94 | 88.88 | 89.03 | 87.74 | 88.70 |
| 134 | 372 | 72 | 0.10 | 48 | 0.00001 | 48 | 1.000000e-08 | 0.000000e+00 | 86.73 | 88.25 | 89.24 | 88.89 | 89.24 | 90.14 | 89.82 | 89.18 | 88.06 | 89.17 | 88.71 | 89.68 | 89.71 | 88.91 | 88.82 | 88.62 | 89.33 | 89.01 | 90.03 | 89.42 | 89.09 | 89.37 | 88.11 | 88.39 | 89.10 | 89.47 |
| 135 | 372 | 72 | 0.10 | 48 | 0.00001 | 48 | 1.000000e-08 | 1.000000e-08 | 89.18 | 89.71 | 89.91 | 88.04 | 88.98 | 88.04 | 89.23 | 89.42 | 87.86 | 89.88 | 89.30 | 88.96 | 90.49 | 89.18 | 88.81 | 91.66 | 90.14 | 88.53 | 89.64 | 89.65 | 88.18 | 89.82 | 88.16 | 86.98 | 88.69 | 88.60 |
| 140 | 372 | 72 | 0.10 | 64 | 0.00001 | 48 | 0.000000e+00 | 0.000000e+00 | 86.52 | 88.58 | 86.34 | 88.66 | 88.31 | 88.45 | 88.58 | 87.89 | 89.58 | 87.43 | 88.14 | 88.88 | 89.07 | 88.29 | 89.28 | 87.22 | 88.34 | 89.26 | 89.08 | 89.11 | 87.15 | 88.33 | 87.85 | 87.05 | 89.58 | 88.59 |
| 141 | 372 | 72 | 0.10 | 64 | 0.00001 | 48 | 0.000000e+00 | 1.000000e-08 | 87.06 | 89.07 | 88.31 | 88.40 | 88.10 | 89.46 | 88.49 | 88.61 | 88.40 | 87.86 | 88.56 | 89.69 | 89.67 | 88.16 | 89.51 | 89.98 | 89.86 | 89.52 | 90.16 | 89.55 | 90.23 | 88.41 | 86.78 | 88.15 | 89.31 | 89.97 |
| 142 | 372 | 72 | 0.10 | 64 | 0.00001 | 48 | 1.000000e-08 | 0.000000e+00 | 85.88 | 87.10 | 88.92 | 90.54 | 88.04 | 89.70 | 89.53 | 88.65 | 88.79 | 88.87 | 89.44 | 90.39 | 88.73 | 89.48 | 88.08 | 89.59 | 87.97 | 88.47 | 89.75 | 89.04 | 89.17 | 89.82 | 88.19 | 87.90 | 88.04 | 87.94 |
| 143 | 372 | 72 | 0.10 | 64 | 0.00001 | 48 | 1.000000e-08 | 1.000000e-08 | 88.39 | 89.18 | 87.72 | 88.65 | 87.57 | 88.97 | 88.15 | 88.64 | 88.94 | 89.84 | 89.35 | 89.26 | 89.74 | 90.59 | 88.51 | 88.38 | 88.21 | 88.29 | 89.96 | 88.02 | 88.15 | 87.81 | 85.85 | 88.83 | 89.96 | 89.12 |
| 148 | 372 | 72 | 0.01 | 32 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 89.93 | 89.73 | 90.19 | 89.94 | 89.44 | 90.08 | 89.47 | 90.09 | 90.00 | 90.05 | 90.42 | 89.90 | 91.42 | 90.18 | 89.31 | 89.72 | 89.09 | 90.90 | 89.55 | 90.56 | 91.00 | 90.71 | 89.94 | 90.00 | 90.96 | 88.57 |
| 149 | 372 | 72 | 0.01 | 32 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 88.79 | 89.41 | 88.82 | 89.31 | 89.50 | 90.79 | 88.69 | 89.68 | 89.56 | 90.48 | 90.07 | 90.28 | 89.39 | 89.19 | 87.34 | 90.09 | 89.08 | 88.96 | 90.21 | 89.10 | 88.71 | 89.82 | 89.75 | 88.95 | 90.10 | 89.35 |
| 150 | 372 | 72 | 0.01 | 32 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 90.77 | 89.39 | 88.94 | 88.96 | 88.48 | 90.37 | 88.36 | 89.97 | 89.59 | 90.30 | 90.36 | 91.79 | 90.32 | 90.67 | 90.63 | 90.53 | 89.31 | 89.74 | 89.82 | 89.81 | 89.97 | 91.07 | 90.25 | 87.54 | 89.25 | 89.65 |
| 151 | 372 | 72 | 0.01 | 32 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 90.04 | 91.44 | 90.42 | 89.70 | 89.41 | 89.86 | 88.96 | 90.09 | 88.41 | 89.66 | 90.66 | 90.26 | 89.84 | 90.03 | 90.13 | 90.36 | 89.21 | 90.23 | 91.32 | 90.39 | 89.79 | 90.99 | 90.09 | 89.84 | 90.84 | 88.80 |
| 156 | 372 | 72 | 0.01 | 48 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 89.79 | 89.50 | 89.00 | 89.78 | 88.77 | 88.63 | 89.76 | 89.21 | 89.80 | 91.07 | 90.48 | 90.59 | 91.14 | 88.96 | 88.43 | 89.99 | 89.09 | 89.85 | 90.74 | 90.34 | 90.60 | 89.17 | 89.07 | 90.48 | 89.15 | 89.48 |
| 157 | 372 | 72 | 0.01 | 48 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 89.41 | 91.01 | 90.40 | 90.14 | 89.62 | 89.56 | 89.61 | 89.81 | 90.05 | 89.38 | 90.37 | 91.21 | 88.26 | 89.23 | 88.23 | 89.22 | 89.48 | 89.97 | 89.23 | 90.02 | 90.37 | 90.33 | 89.83 | 90.09 | 90.65 | 90.06 |
| 158 | 372 | 72 | 0.01 | 48 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 89.29 | 90.66 | 88.96 | 90.04 | 89.30 | 89.18 | 90.12 | 90.92 | 90.38 | 91.23 | 90.68 | 88.86 | 89.94 | 90.49 | 88.21 | 89.87 | 89.81 | 89.44 | 90.24 | 90.36 | 90.12 | 89.76 | 89.36 | 88.73 | 90.62 | 90.09 |
| 159 | 372 | 72 | 0.01 | 48 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 90.33 | 90.42 | 89.20 | 88.49 | 88.59 | 90.37 | 90.37 | 90.60 | 90.16 | 89.77 | 90.09 | 89.77 | 90.79 | 88.76 | 90.47 | 90.14 | 91.71 | 91.09 | 90.23 | 91.58 | 89.69 | 90.80 | 90.50 | 89.50 | 90.89 | 90.93 |
| 164 | 372 | 72 | 0.01 | 64 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 90.05 | 90.95 | 90.95 | 89.19 | 88.64 | 90.53 | 89.81 | 89.79 | 89.50 | 89.47 | 89.38 | 89.89 | 87.84 | 90.38 | 88.93 | 89.82 | 88.68 | 89.61 | 89.63 | 89.57 | 89.17 | 89.96 | 88.65 | 89.31 | 89.43 | 90.00 |
| 165 | 372 | 72 | 0.01 | 64 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 88.58 | 91.47 | 89.03 | 89.61 | 88.64 | 90.76 | 90.46 | 88.84 | 89.39 | 88.61 | 90.36 | 89.77 | 88.07 | 90.00 | 89.42 | 90.98 | 90.08 | 89.39 | 90.19 | 90.44 | 91.08 | 90.65 | 89.81 | 90.51 | 89.42 | 88.87 |
| 166 | 372 | 72 | 0.01 | 64 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 88.65 | 89.34 | 89.36 | 88.57 | 89.52 | 90.37 | 88.70 | 88.57 | 89.33 | 90.00 | 90.03 | 89.40 | 91.07 | 90.01 | 89.08 | 90.28 | 88.92 | 90.69 | 89.58 | 90.23 | 89.82 | 91.72 | 90.23 | 89.48 | 89.82 | 90.61 |
| 167 | 372 | 72 | 0.01 | 64 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 88.56 | 89.93 | 89.22 | 88.00 | 90.28 | 90.21 | 90.01 | 90.25 | 89.23 | 89.53 | 91.15 | 91.92 | 90.52 | 89.71 | 89.55 | 89.49 | 90.90 | 90.28 | 89.86 | 89.08 | 90.17 | 90.48 | 89.45 | 89.48 | 89.48 | 89.24 |
| 172 | 372 | 72 | 0.01 | 32 | 0.00100 | 36 | 0.000000e+00 | 0.000000e+00 | 89.15 | 90.69 | 89.72 | 90.82 | 90.02 | 90.46 | 88.73 | 89.57 | 89.59 | 89.64 | 89.78 | 91.18 | 90.73 | 88.97 | 89.96 | 90.66 | 91.49 | 90.00 | 92.24 | 90.70 | 89.62 | 90.10 | 88.99 | 89.22 | 89.94 | 90.94 |
| 173 | 372 | 72 | 0.01 | 32 | 0.00100 | 36 | 0.000000e+00 | 1.000000e-08 | 88.95 | 90.28 | 88.66 | 89.72 | 89.67 | 89.16 | 90.03 | 90.18 | 89.19 | 88.36 | 89.80 | 90.05 | 89.82 | 88.90 | 89.33 | 89.45 | 88.98 | 89.99 | 90.08 | 91.20 | 89.66 | 89.70 | 89.96 | 90.86 | 90.23 | 88.52 |
| 174 | 372 | 72 | 0.01 | 32 | 0.00100 | 36 | 1.000000e-08 | 0.000000e+00 | 88.85 | 89.49 | 89.09 | 89.68 | 90.09 | 88.99 | 90.12 | 89.71 | 90.09 | 90.22 | 90.21 | 91.22 | 90.23 | 91.68 | 89.41 | 88.78 | 91.37 | 90.26 | 90.19 | 90.57 | 89.55 | 90.99 | 90.33 | 89.72 | 91.36 | 89.88 |
| 175 | 372 | 72 | 0.01 | 32 | 0.00100 | 36 | 1.000000e-08 | 1.000000e-08 | 88.22 | 89.40 | 89.13 | 88.70 | 88.96 | 90.08 | 90.71 | 89.74 | 88.56 | 89.25 | 90.70 | 90.52 | 90.43 | 88.44 | 89.14 | 89.09 | 90.20 | 89.15 | 90.03 | 89.70 | 89.91 | 90.82 | 90.96 | 89.01 | 89.61 | 89.64 |
| 180 | 372 | 72 | 0.01 | 48 | 0.00100 | 36 | 0.000000e+00 | 0.000000e+00 | 90.16 | 90.41 | 89.91 | 89.75 | 90.41 | 90.06 | 90.68 | 88.93 | 88.77 | 89.90 | 89.92 | 90.10 | 90.71 | 90.23 | 89.11 | 89.57 | 89.60 | 91.29 | 89.82 | 89.94 | 90.88 | 89.27 | 90.86 | 90.13 | 89.94 | 90.70 |
| 181 | 372 | 72 | 0.01 | 48 | 0.00100 | 36 | 0.000000e+00 | 1.000000e-08 | 88.79 | 90.53 | 87.73 | 88.90 | 88.87 | 90.62 | 89.49 | 89.80 | 90.03 | 90.60 | 90.84 | 91.26 | 91.17 | 89.33 | 90.48 | 91.12 | 88.95 | 89.44 | 90.62 | 91.39 | 90.58 | 90.80 | 91.27 | 88.29 | 91.24 | 89.71 |
| 182 | 372 | 72 | 0.01 | 48 | 0.00100 | 36 | 1.000000e-08 | 0.000000e+00 | 89.28 | 89.45 | 89.96 | 89.13 | 88.70 | 89.77 | 91.28 | 90.76 | 89.78 | 90.83 | 90.28 | 90.60 | 90.02 | 89.69 | 89.31 | 90.77 | 87.94 | 91.64 | 89.68 | 90.77 | 90.24 | 88.75 | 88.99 | 89.90 | 90.19 | 88.98 |
| 183 | 372 | 72 | 0.01 | 48 | 0.00100 | 36 | 1.000000e-08 | 1.000000e-08 | 88.96 | 90.88 | 90.44 | 91.16 | 90.04 | 90.42 | 91.18 | 89.80 | 89.92 | 88.43 | 90.24 | 90.37 | 90.73 | 89.40 | 89.13 | 90.13 | 89.64 | 90.94 | 90.57 | 90.90 | 90.58 | 89.48 | 91.64 | 88.58 | 88.70 | 89.41 |
| 188 | 372 | 72 | 0.01 | 64 | 0.00100 | 36 | 0.000000e+00 | 0.000000e+00 | 89.87 | 90.40 | 88.77 | 89.89 | 89.31 | 89.97 | 90.10 | 89.78 | 90.08 | 90.87 | 90.66 | 90.51 | 90.96 | 89.68 | 89.75 | 89.19 | 90.34 | 89.65 | 91.34 | 90.92 | 89.95 | 91.03 | 88.48 | 91.01 | 89.19 | 90.08 |
| 189 | 372 | 72 | 0.01 | 64 | 0.00100 | 36 | 0.000000e+00 | 1.000000e-08 | 89.98 | 89.99 | 88.75 | 89.62 | 88.99 | 90.35 | 89.36 | 90.86 | 89.59 | 89.92 | 90.45 | 90.33 | 90.54 | 89.61 | 89.78 | 90.12 | 90.27 | 89.92 | 90.04 | 90.86 | 88.72 | 89.40 | 90.05 | 90.58 | 91.03 | 90.06 |
| 190 | 372 | 72 | 0.01 | 64 | 0.00100 | 36 | 1.000000e-08 | 0.000000e+00 | 89.52 | 89.80 | 88.55 | 88.84 | 89.58 | 91.20 | 90.16 | 89.91 | 88.66 | 89.17 | 91.17 | 89.69 | 89.40 | 88.94 | 89.30 | 90.39 | 88.60 | 88.93 | 90.55 | 91.42 | 91.85 | 91.48 | 90.25 | 88.85 | 91.75 | 90.84 |
| 191 | 372 | 72 | 0.01 | 64 | 0.00100 | 36 | 1.000000e-08 | 1.000000e-08 | 88.47 | 88.72 | 89.98 | 90.18 | 89.35 | 90.21 | 89.71 | 89.73 | 89.87 | 89.57 | 90.55 | 90.10 | 90.29 | 89.41 | 88.97 | 89.71 | 89.94 | 90.34 | 90.09 | 89.23 | 89.52 | 90.58 | 91.96 | 90.80 | 89.20 | 89.27 |
| 196 | 372 | 72 | 0.01 | 32 | 0.00100 | 48 | 0.000000e+00 | 0.000000e+00 | 89.66 | 89.14 | 89.91 | 90.04 | 90.35 | 89.97 | 90.57 | 90.06 | 90.22 | 90.15 | 88.38 | 90.45 | 89.77 | 89.95 | 89.88 | 90.38 | 88.74 | 90.69 | 90.90 | 90.17 | 89.26 | 90.02 | 88.93 | 88.37 | 89.84 | 89.83 |
| 197 | 372 | 72 | 0.01 | 32 | 0.00100 | 48 | 0.000000e+00 | 1.000000e-08 | 89.80 | 89.88 | 88.81 | 90.95 | 89.59 | 90.45 | 91.17 | 90.34 | 89.21 | 89.97 | 91.00 | 90.80 | 90.35 | 91.23 | 88.96 | 90.67 | 89.16 | 89.83 | 90.43 | 90.57 | 90.10 | 90.13 | 90.60 | 90.59 | 88.82 | 90.33 |
| 198 | 372 | 72 | 0.01 | 32 | 0.00100 | 48 | 1.000000e-08 | 0.000000e+00 | 88.52 | 90.50 | 89.51 | 89.13 | 89.84 | 91.06 | 89.53 | 90.20 | 90.05 | 88.92 | 90.89 | 90.88 | 90.47 | 90.11 | 89.66 | 91.32 | 90.56 | 90.19 | 90.85 | 90.51 | 89.42 | 89.07 | 89.05 | 89.34 | 89.67 | 89.96 |
| 199 | 372 | 72 | 0.01 | 32 | 0.00100 | 48 | 1.000000e-08 | 1.000000e-08 | 89.19 | 90.21 | 90.51 | 89.93 | 89.28 | 90.51 | 90.84 | 90.01 | 90.30 | 90.31 | 91.50 | 90.86 | 90.25 | 89.30 | 91.10 | 90.03 | 89.81 | 90.09 | 90.96 | 89.46 | 89.85 | 89.97 | 88.82 | 90.02 | 89.98 | 89.75 |
| 204 | 372 | 72 | 0.01 | 48 | 0.00100 | 48 | 0.000000e+00 | 0.000000e+00 | 89.00 | 89.41 | 88.88 | 88.29 | 89.09 | 90.43 | 88.91 | 89.25 | 89.11 | 88.72 | 89.42 | 90.74 | 89.83 | 89.79 | 90.15 | 90.80 | 89.58 | 90.29 | 90.74 | 90.37 | 89.69 | 90.44 | 90.08 | 90.40 | 90.14 | 89.88 |
| 205 | 372 | 72 | 0.01 | 48 | 0.00100 | 48 | 0.000000e+00 | 1.000000e-08 | 88.73 | 90.04 | 89.25 | 88.85 | 89.03 | 89.98 | 89.76 | 88.93 | 88.95 | 89.82 | 90.21 | 90.58 | 90.34 | 90.54 | 89.11 | 88.13 | 90.96 | 89.39 | 90.95 | 90.85 | 90.14 | 90.19 | 89.08 | 90.71 | 89.24 | 91.49 |
| 206 | 372 | 72 | 0.01 | 48 | 0.00100 | 48 | 1.000000e-08 | 0.000000e+00 | 90.09 | 90.00 | 88.72 | 90.08 | 89.21 | 89.88 | 89.20 | 88.60 | 90.33 | 89.54 | 89.93 | 90.60 | 89.91 | 89.55 | 88.45 | 89.95 | 89.48 | 90.85 | 89.24 | 90.72 | 90.69 | 89.63 | 89.85 | 89.25 | 90.91 | 88.93 |
| 207 | 372 | 72 | 0.01 | 48 | 0.00100 | 48 | 1.000000e-08 | 1.000000e-08 | 89.40 | 91.54 | 89.40 | 90.26 | 88.93 | 89.94 | 89.54 | 91.10 | 90.03 | 88.79 | 90.31 | 89.64 | 89.57 | 89.20 | 89.86 | 90.81 | 89.75 | 89.74 | 91.23 | 89.73 | 89.57 | 91.34 | 90.20 | 87.78 | 91.38 | 89.94 |
| 212 | 372 | 72 | 0.01 | 64 | 0.00100 | 48 | 0.000000e+00 | 0.000000e+00 | 87.95 | 88.90 | 90.09 | 89.48 | 88.35 | 90.17 | 90.30 | 89.30 | 88.44 | 89.68 | 90.47 | 89.64 | 89.94 | 89.68 | 89.22 | 89.87 | 90.28 | 90.78 | 90.40 | 90.06 | 90.63 | 91.19 | 89.92 | 88.96 | 90.76 | 89.12 |
| 213 | 372 | 72 | 0.01 | 64 | 0.00100 | 48 | 0.000000e+00 | 1.000000e-08 | 89.79 | 90.39 | 89.97 | 90.10 | 90.44 | 90.25 | 89.78 | 90.25 | 89.10 | 89.16 | 90.84 | 88.63 | 90.03 | 89.10 | 89.94 | 89.01 | 90.14 | 89.63 | 90.49 | 89.95 | 91.08 | 90.08 | 88.02 | 89.45 | 91.20 | 88.99 |
| 214 | 372 | 72 | 0.01 | 64 | 0.00100 | 48 | 1.000000e-08 | 0.000000e+00 | 90.51 | 89.79 | 88.40 | 89.94 | 90.45 | 91.13 | 90.24 | 89.21 | 89.78 | 88.69 | 91.41 | 88.78 | 89.68 | 88.92 | 88.95 | 91.00 | 88.42 | 90.16 | 90.17 | 90.16 | 89.93 | 91.03 | 90.11 | 90.04 | 91.57 | 90.76 |
| 215 | 372 | 72 | 0.01 | 64 | 0.00100 | 48 | 1.000000e-08 | 1.000000e-08 | 88.61 | 89.19 | 90.31 | 90.34 | 89.77 | 89.91 | 90.02 | 89.27 | 90.19 | 89.25 | 89.21 | 90.75 | 90.83 | 91.06 | 90.53 | 89.96 | 89.96 | 90.08 | 90.24 | 90.38 | 90.22 | 89.07 | 89.52 | 91.37 | 89.60 | 90.24 |
| 220 | 372 | 72 | 0.01 | 32 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 90.19 | 90.21 | 88.05 | 89.12 | 88.97 | 89.16 | 88.94 | 90.39 | 89.14 | 88.80 | 89.39 | 89.66 | 90.36 | 90.99 | 89.33 | 90.41 | 90.07 | 90.93 | 90.36 | 91.71 | 89.89 | 90.77 | 90.20 | 89.44 | 90.84 | 90.31 |
| 221 | 372 | 72 | 0.01 | 32 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 89.74 | 90.45 | 88.85 | 89.95 | 89.04 | 90.26 | 89.43 | 90.56 | 89.71 | 89.80 | 89.83 | 90.95 | 90.96 | 89.82 | 89.44 | 90.51 | 89.56 | 90.63 | 91.64 | 90.96 | 89.85 | 91.07 | 90.55 | 89.10 | 89.07 | 90.56 |
| 222 | 372 | 72 | 0.01 | 32 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 90.21 | 89.96 | 90.63 | 90.94 | 89.28 | 91.01 | 89.57 | 89.80 | 89.80 | 90.12 | 90.69 | 91.67 | 89.77 | 89.65 | 89.92 | 89.01 | 89.72 | 90.15 | 90.93 | 90.03 | 88.88 | 89.40 | 89.98 | 90.04 | 87.65 | 89.74 |
| 223 | 372 | 72 | 0.01 | 32 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 89.89 | 89.96 | 89.65 | 90.98 | 89.79 | 90.53 | 89.10 | 89.64 | 90.29 | 89.56 | 91.64 | 89.84 | 89.16 | 89.92 | 89.44 | 90.48 | 89.12 | 88.89 | 91.36 | 90.32 | 90.15 | 90.33 | 88.87 | 89.60 | 90.32 | 89.90 |
| 228 | 372 | 72 | 0.01 | 48 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 88.68 | 89.60 | 88.58 | 90.33 | 90.22 | 91.60 | 88.57 | 88.91 | 89.53 | 89.76 | 90.68 | 88.77 | 91.47 | 89.47 | 88.95 | 89.44 | 90.53 | 90.68 | 89.80 | 90.95 | 90.47 | 90.12 | 90.04 | 90.14 | 89.84 | 89.38 |
| 229 | 372 | 72 | 0.01 | 48 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 90.68 | 90.01 | 89.35 | 88.92 | 91.07 | 90.45 | 90.15 | 89.36 | 89.59 | 89.66 | 89.84 | 90.80 | 91.02 | 90.70 | 91.44 | 90.52 | 90.31 | 89.47 | 90.64 | 90.59 | 90.48 | 91.11 | 90.57 | 90.50 | 90.62 | 90.21 |
| 230 | 372 | 72 | 0.01 | 48 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 90.01 | 88.23 | 89.97 | 89.78 | 90.77 | 90.56 | 90.55 | 89.16 | 89.92 | 90.58 | 90.81 | 90.03 | 89.69 | 90.94 | 89.10 | 90.59 | 90.90 | 90.70 | 89.64 | 90.81 | 90.40 | 91.58 | 90.34 | 89.70 | 89.83 | 89.56 |
| 231 | 372 | 72 | 0.01 | 48 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 90.37 | 90.11 | 90.68 | 91.50 | 89.12 | 90.62 | 89.62 | 90.79 | 89.31 | 89.90 | 90.85 | 91.04 | 89.46 | 90.72 | 87.90 | 91.57 | 89.47 | 89.77 | 90.45 | 90.15 | 90.68 | 89.89 | 89.38 | 91.03 | 89.60 | 89.53 |
| 236 | 372 | 72 | 0.01 | 64 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 89.98 | 89.35 | 90.70 | 89.26 | 89.40 | 90.11 | 90.46 | 89.55 | 89.43 | 89.16 | 90.14 | 89.49 | 90.20 | 88.03 | 89.78 | 90.81 | 88.78 | 87.97 | 89.24 | 90.61 | 89.13 | 90.85 | 88.80 | 89.36 | 88.28 | 90.47 |
| 237 | 372 | 72 | 0.01 | 64 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 90.16 | 89.77 | 89.79 | 89.49 | 88.36 | 89.81 | 88.92 | 89.27 | 89.08 | 89.46 | 91.06 | 90.19 | 90.54 | 89.20 | 91.20 | 89.93 | 88.91 | 89.33 | 91.84 | 90.19 | 91.51 | 90.71 | 88.88 | 89.78 | 88.36 | 88.87 |
| 238 | 372 | 72 | 0.01 | 64 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 89.12 | 90.83 | 89.71 | 89.90 | 89.51 | 90.29 | 90.18 | 89.25 | 90.17 | 90.49 | 90.11 | 90.81 | 90.81 | 89.15 | 88.72 | 89.94 | 89.17 | 88.28 | 91.23 | 90.29 | 90.28 | 90.66 | 89.52 | 90.10 | 89.47 | 90.18 |
| 239 | 372 | 72 | 0.01 | 64 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 88.93 | 89.53 | 89.18 | 90.18 | 88.79 | 91.77 | 88.70 | 89.01 | 89.47 | 90.50 | 90.70 | 90.82 | 89.61 | 88.62 | 90.04 | 90.69 | 89.09 | 90.86 | 90.27 | 90.94 | 90.69 | 91.52 | 89.23 | 92.00 | 91.02 | 88.55 |
| 244 | 372 | 72 | 0.01 | 32 | 0.00001 | 36 | 0.000000e+00 | 0.000000e+00 | 89.51 | 88.67 | 88.82 | 89.70 | 89.40 | 89.36 | 88.60 | 89.28 | 90.64 | 89.78 | 90.50 | 90.18 | 89.17 | 88.71 | 89.02 | 90.05 | 90.14 | 90.14 | 91.18 | 90.18 | 90.45 | 90.09 | 88.56 | 87.96 | 90.49 | 89.85 |
| 245 | 372 | 72 | 0.01 | 32 | 0.00001 | 36 | 0.000000e+00 | 1.000000e-08 | 89.56 | 90.45 | 90.16 | 89.24 | 88.94 | 90.80 | 89.80 | 89.57 | 90.19 | 89.99 | 90.19 | 90.34 | 90.96 | 90.16 | 89.93 | 90.06 | 89.39 | 90.43 | 89.19 | 90.34 | 91.63 | 90.72 | 89.32 | 88.30 | 89.58 | 90.32 |
| 246 | 372 | 72 | 0.01 | 32 | 0.00001 | 36 | 1.000000e-08 | 0.000000e+00 | 89.21 | 89.52 | 89.06 | 90.43 | 89.40 | 91.06 | 90.10 | 90.22 | 88.97 | 88.41 | 92.14 | 90.80 | 88.70 | 88.70 | 89.53 | 88.20 | 90.03 | 90.11 | 91.20 | 90.31 | 91.18 | 91.09 | 89.50 | 90.12 | 90.01 | 88.46 |
| 247 | 372 | 72 | 0.01 | 32 | 0.00001 | 36 | 1.000000e-08 | 1.000000e-08 | 88.97 | 91.61 | 90.01 | 90.97 | 90.29 | 90.70 | 90.23 | 88.94 | 90.58 | 90.21 | 89.86 | 91.01 | 90.60 | 89.33 | 89.97 | 90.44 | 90.28 | 90.31 | 89.95 | 90.69 | 89.87 | 89.97 | 90.07 | 90.12 | 90.34 | 89.94 |
| 252 | 372 | 72 | 0.01 | 48 | 0.00001 | 36 | 0.000000e+00 | 0.000000e+00 | 88.68 | 89.50 | 90.13 | 90.98 | 88.69 | 91.75 | 90.46 | 88.65 | 89.37 | 88.10 | 91.17 | 90.80 | 89.99 | 89.69 | 89.45 | 90.59 | 89.53 | 90.61 | 89.54 | 90.31 | 90.91 | 90.33 | 89.40 | 88.98 | 90.20 | 89.56 |
| 253 | 372 | 72 | 0.01 | 48 | 0.00001 | 36 | 0.000000e+00 | 1.000000e-08 | 90.39 | 89.50 | 89.12 | 90.49 | 89.54 | 90.36 | 89.14 | 89.58 | 89.35 | 89.29 | 90.12 | 89.89 | 89.01 | 89.30 | 90.00 | 90.13 | 90.12 | 90.85 | 90.45 | 90.38 | 91.72 | 90.68 | 90.28 | 90.90 | 90.68 | 90.03 |
| 254 | 372 | 72 | 0.01 | 48 | 0.00001 | 36 | 1.000000e-08 | 0.000000e+00 | 89.09 | 90.22 | 89.52 | 88.84 | 90.70 | 90.38 | 89.69 | 91.22 | 89.16 | 89.89 | 90.32 | 89.91 | 90.43 | 89.26 | 89.46 | 90.15 | 90.00 | 89.70 | 90.24 | 90.89 | 91.35 | 90.17 | 90.35 | 90.46 | 89.34 | 89.02 |
| 255 | 372 | 72 | 0.01 | 48 | 0.00001 | 36 | 1.000000e-08 | 1.000000e-08 | 88.84 | 89.82 | 87.99 | 90.65 | 90.96 | 90.67 | 89.07 | 89.58 | 90.92 | 88.44 | 91.65 | 92.10 | 90.31 | 89.17 | 88.90 | 91.38 | 89.53 | 91.12 | 91.72 | 91.74 | 89.51 | 91.44 | 91.00 | 89.75 | 88.56 | 89.90 |
| 260 | 372 | 72 | 0.01 | 64 | 0.00001 | 36 | 0.000000e+00 | 0.000000e+00 | 88.99 | 90.11 | 89.68 | 90.15 | 90.96 | 90.44 | 88.80 | 89.46 | 89.05 | 88.39 | 89.56 | 90.76 | 89.32 | 88.80 | 89.25 | 89.04 | 90.63 | 90.26 | 91.72 | 89.83 | 90.51 | 90.86 | 89.44 | 89.25 | 90.10 | 90.25 |
| 261 | 372 | 72 | 0.01 | 64 | 0.00001 | 36 | 0.000000e+00 | 1.000000e-08 | 89.93 | 90.05 | 90.57 | 89.71 | 89.16 | 90.12 | 90.21 | 90.10 | 89.74 | 89.66 | 91.51 | 89.95 | 91.10 | 89.98 | 89.48 | 90.50 | 89.41 | 89.00 | 89.43 | 90.42 | 90.15 | 91.44 | 89.34 | 90.31 | 90.06 | 89.28 |
| 262 | 372 | 72 | 0.01 | 64 | 0.00001 | 36 | 1.000000e-08 | 0.000000e+00 | 89.59 | 89.57 | 89.07 | 89.20 | 89.22 | 90.44 | 89.93 | 89.56 | 88.78 | 91.07 | 90.31 | 91.09 | 90.78 | 89.73 | 89.06 | 90.20 | 90.39 | 90.52 | 91.57 | 91.35 | 90.54 | 90.69 | 88.97 | 90.16 | 88.51 | 89.31 |
| 263 | 372 | 72 | 0.01 | 64 | 0.00001 | 36 | 1.000000e-08 | 1.000000e-08 | 89.72 | 91.17 | 89.87 | 91.12 | 90.19 | 90.56 | 89.99 | 90.21 | 90.35 | 88.31 | 90.81 | 90.20 | 90.21 | 90.15 | 90.71 | 89.80 | 89.07 | 91.20 | 89.42 | 90.65 | 90.84 | 90.59 | 88.27 | 90.08 | 90.59 | 89.15 |
| 268 | 372 | 72 | 0.01 | 32 | 0.00001 | 48 | 0.000000e+00 | 0.000000e+00 | 88.59 | 89.94 | 88.61 | 89.71 | 90.36 | 90.79 | 89.46 | 90.23 | 89.31 | 89.46 | 89.85 | 90.16 | 90.01 | 88.79 | 89.85 | 90.47 | 88.94 | 90.44 | 89.94 | 91.79 | 89.76 | 90.85 | 89.11 | 90.38 | 90.46 | 89.45 |
| 269 | 372 | 72 | 0.01 | 32 | 0.00001 | 48 | 0.000000e+00 | 1.000000e-08 | 90.01 | 90.52 | 89.70 | 89.75 | 89.80 | 90.69 | 89.60 | 89.95 | 88.74 | 91.20 | 90.07 | 89.05 | 89.67 | 91.60 | 89.72 | 91.29 | 89.71 | 90.26 | 90.48 | 91.51 | 90.27 | 89.62 | 90.69 | 90.45 | 88.26 | 88.42 |
| 270 | 372 | 72 | 0.01 | 32 | 0.00001 | 48 | 1.000000e-08 | 0.000000e+00 | 89.88 | 91.12 | 89.95 | 89.46 | 89.00 | 91.01 | 90.64 | 90.48 | 89.94 | 90.50 | 89.75 | 90.60 | 89.85 | 88.81 | 90.57 | 89.63 | 89.71 | 90.43 | 91.62 | 91.21 | 89.14 | 89.84 | 89.43 | 86.98 | 90.20 | 88.96 |
| 271 | 372 | 72 | 0.01 | 32 | 0.00001 | 48 | 1.000000e-08 | 1.000000e-08 | 89.32 | 88.33 | 88.62 | 88.62 | 90.01 | 90.05 | 89.21 | 89.72 | 89.31 | 90.47 | 90.51 | 90.55 | 90.21 | 89.29 | 90.11 | 90.99 | 90.42 | 88.70 | 90.18 | 91.12 | 89.58 | 89.57 | 89.81 | 90.33 | 89.39 | 90.18 |
| 276 | 372 | 72 | 0.01 | 48 | 0.00001 | 48 | 0.000000e+00 | 0.000000e+00 | 89.27 | 90.99 | 89.47 | 89.48 | 88.94 | 88.87 | 89.39 | 89.43 | 90.53 | 89.46 | 89.68 | 89.42 | 90.75 | 90.29 | 89.26 | 90.59 | 89.56 | 89.83 | 90.79 | 90.24 | 89.06 | 89.24 | 90.27 | 90.29 | 88.90 | 89.00 |
| 277 | 372 | 72 | 0.01 | 48 | 0.00001 | 48 | 0.000000e+00 | 1.000000e-08 | 88.85 | 90.08 | 89.97 | 89.71 | 89.98 | 90.46 | 90.46 | 89.13 | 88.81 | 89.73 | 91.40 | 91.03 | 89.10 | 90.11 | 90.35 | 90.30 | 90.65 | 90.90 | 89.55 | 90.32 | 89.94 | 90.61 | 89.10 | 89.32 | 90.47 | 89.45 |
| 278 | 372 | 72 | 0.01 | 48 | 0.00001 | 48 | 1.000000e-08 | 0.000000e+00 | 89.93 | 91.17 | 89.75 | 89.44 | 88.46 | 90.16 | 89.29 | 90.27 | 89.76 | 89.11 | 89.65 | 90.87 | 91.03 | 89.14 | 89.48 | 89.65 | 90.39 | 89.70 | 89.98 | 90.20 | 90.64 | 91.40 | 87.77 | 89.23 | 88.69 | 89.79 |
| 279 | 372 | 72 | 0.01 | 48 | 0.00001 | 48 | 1.000000e-08 | 1.000000e-08 | 88.92 | 89.81 | 90.33 | 89.32 | 88.90 | 90.50 | 90.11 | 89.88 | 89.19 | 90.05 | 90.56 | 91.17 | 89.76 | 89.35 | 90.81 | 90.30 | 88.42 | 90.01 | 91.40 | 90.26 | 91.55 | 88.80 | 89.40 | 89.58 | 91.50 | 89.54 |
| 284 | 372 | 72 | 0.01 | 64 | 0.00001 | 48 | 0.000000e+00 | 0.000000e+00 | 88.65 | 90.41 | 89.89 | 88.97 | 88.81 | 90.21 | 89.73 | 89.51 | 90.55 | 89.59 | 89.19 | 91.46 | 89.77 | 88.40 | 89.56 | 89.30 | 89.78 | 89.48 | 90.37 | 89.93 | 89.72 | 90.88 | 90.45 | 89.53 | 90.27 | 89.35 |
| 285 | 372 | 72 | 0.01 | 64 | 0.00001 | 48 | 0.000000e+00 | 1.000000e-08 | 89.61 | 89.12 | 88.42 | 89.62 | 89.13 | 90.87 | 90.11 | 89.56 | 89.79 | 89.57 | 89.78 | 89.61 | 89.46 | 90.45 | 88.95 | 90.35 | 88.90 | 89.88 | 90.08 | 89.70 | 90.01 | 91.15 | 90.80 | 88.67 | 91.20 | 89.33 |
| 286 | 372 | 72 | 0.01 | 64 | 0.00001 | 48 | 1.000000e-08 | 0.000000e+00 | 90.24 | 90.73 | 89.59 | 89.82 | 89.64 | 88.58 | 89.10 | 89.86 | 88.11 | 88.72 | 89.58 | 88.67 | 89.50 | 89.40 | 89.71 | 90.34 | 90.06 | 90.20 | 90.17 | 89.22 | 88.90 | 89.98 | 90.12 | 89.54 | 88.70 | 89.81 |
| 287 | 372 | 72 | 0.01 | 64 | 0.00001 | 48 | 1.000000e-08 | 1.000000e-08 | 90.08 | 89.81 | 89.81 | 91.33 | 87.28 | 90.41 | 90.52 | 90.23 | 89.32 | 89.42 | 90.76 | 91.13 | 89.39 | 90.16 | 89.00 | 90.80 | 90.43 | 90.44 | 89.74 | 90.27 | 90.74 | 90.44 | 90.39 | 90.25 | 89.85 | 89.68 |
| input_size | output_size | learning_rate | batch_size | alpha | margin | l1_reg | l2_reg | mAP_test_abs_values | mAP_test_abs_values_2 | mAP_test_abs_values_3 | mAP_test_abs_values_4 | mAP_test_abs_values_5 | mAP_test_abs_values_6 | mAP_test_abs_values_7 | mAP_test_abs_values_8 | mAP_test_abs_values_9 | mAP_test_abs_values_10 | mAP_test_abs_values_11 | mAP_test_abs_values_12 | mAP_test_abs_values_13 | mAP_test_abs_values_14 | mAP_test_abs_values_15 | mAP_test_abs_values_16 | mAP_test_abs_values_17 | mAP_test_abs_values_18 | mAP_test_abs_values_19 | mAP_test_abs_values_20 | mAP_test_abs_values_21 | mAP_test_abs_values_22 | mAP_test_abs_values_23 | mAP_test_abs_values_24 | mAP_test_abs_values_25 | mAP_test_abs_values_26 | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 4 | 372 | 72 | 0.10 | 32 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 93.27 | 91.12 | 91.06 | 89.67 | 91.79 | 90.94 | 91.41 | 93.01 | 92.70 | 92.21 | 92.13 | 92.00 | 92.24 | 93.10 | 92.97 | 91.94 | 93.14 | 91.02 | 92.18 | 91.66 | 93.01 | 90.34 | 92.20 | 90.60 | 92.53 | 91.83 |
| 5 | 372 | 72 | 0.10 | 32 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 91.98 | 91.00 | 93.66 | 90.58 | 92.88 | 92.10 | 91.16 | 89.49 | 91.76 | 92.67 | 92.27 | 91.62 | 92.58 | 92.37 | 92.07 | 93.53 | 93.57 | 92.46 | 93.52 | 92.67 | 94.60 | 92.66 | 93.29 | 93.14 | 92.44 | 93.52 |
| 6 | 372 | 72 | 0.10 | 32 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 91.81 | 92.89 | 93.00 | 91.42 | 93.55 | 92.19 | 93.74 | 91.25 | 92.94 | 92.17 | 93.56 | 92.85 | 92.48 | 93.09 | 93.87 | 94.37 | 92.04 | 93.72 | 92.95 | 90.73 | 93.91 | 93.04 | 92.39 | 91.88 | 92.30 | 94.59 |
| 7 | 372 | 72 | 0.10 | 32 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 93.33 | 91.35 | 91.98 | 93.20 | 93.19 | 92.14 | 91.45 | 90.65 | 93.31 | 92.82 | 92.35 | 90.45 | 92.87 | 92.94 | 93.33 | 94.17 | 95.43 | 92.08 | 92.48 | 91.56 | 93.16 | 92.20 | 94.92 | 94.24 | 93.59 | 90.47 |
| 12 | 372 | 72 | 0.10 | 48 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 93.36 | 91.06 | 92.12 | 92.51 | 91.38 | 91.69 | 92.40 | 91.37 | 92.33 | 91.89 | 90.72 | 92.38 | 91.29 | 90.99 | 92.38 | 91.18 | 92.48 | 91.41 | 92.32 | 91.12 | 94.19 | 92.80 | 92.73 | 91.66 | 91.68 | 93.23 |
| 13 | 372 | 72 | 0.10 | 48 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 92.01 | 92.83 | 93.24 | 94.19 | 91.47 | 91.97 | 92.65 | 92.73 | 93.65 | 91.40 | 93.11 | 92.72 | 91.25 | 93.84 | 89.89 | 91.99 | 93.12 | 93.08 | 93.81 | 93.58 | 92.46 | 93.67 | 93.44 | 92.41 | 93.19 | 91.87 |
| 14 | 372 | 72 | 0.10 | 48 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 92.77 | 91.95 | 93.25 | 93.21 | 93.37 | 91.39 | 90.89 | 92.76 | 93.04 | 91.80 | 92.78 | 91.73 | 91.99 | 93.23 | 92.53 | 92.46 | 93.45 | 93.95 | 90.86 | 92.15 | 92.82 | 93.03 | 94.78 | 92.53 | 93.16 | 92.04 |
| 15 | 372 | 72 | 0.10 | 48 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 89.87 | 92.37 | 94.17 | 92.87 | 93.45 | 91.09 | 91.42 | 92.59 | 92.37 | 93.04 | 92.09 | 93.15 | 92.29 | 93.49 | 93.24 | 92.49 | 90.05 | 91.53 | 91.14 | 93.12 | 92.98 | 93.70 | 92.36 | 91.84 | 93.09 | 92.31 |
| 20 | 372 | 72 | 0.10 | 64 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 92.18 | 91.24 | 93.71 | 91.31 | 93.27 | 91.73 | 93.18 | 93.42 | 91.74 | 93.44 | 92.80 | 92.15 | 92.90 | 92.21 | 91.45 | 92.44 | 93.42 | 93.82 | 92.20 | 91.04 | 92.20 | 93.27 | 93.50 | 91.42 | 92.53 | 91.88 |
| 21 | 372 | 72 | 0.10 | 64 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 91.14 | 93.46 | 94.82 | 92.97 | 92.43 | 92.63 | 91.35 | 93.28 | 91.86 | 92.44 | 92.54 | 92.56 | 93.62 | 92.36 | 91.41 | 93.46 | 91.47 | 92.01 | 91.44 | 93.65 | 93.59 | 93.10 | 93.55 | 92.46 | 92.48 | 93.77 |
| 22 | 372 | 72 | 0.10 | 64 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 92.91 | 93.66 | 94.17 | 93.97 | 93.47 | 91.70 | 92.73 | 92.23 | 92.02 | 92.47 | 89.79 | 92.78 | 91.69 | 93.31 | 91.42 | 92.22 | 92.38 | 93.36 | 94.42 | 92.34 | 92.45 | 94.95 | 93.97 | 93.87 | 92.60 | 94.13 |
| 23 | 372 | 72 | 0.10 | 64 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 94.55 | 93.93 | 94.84 | 91.19 | 91.90 | 92.28 | 92.94 | 93.45 | 93.46 | 92.11 | 93.40 | 92.07 | 91.58 | 92.42 | 90.92 | 91.19 | 93.35 | 91.73 | 92.25 | 93.25 | 92.43 | 93.43 | 93.98 | 94.09 | 93.38 | 92.69 |
| 28 | 372 | 72 | 0.10 | 32 | 0.00100 | 36 | 0.000000e+00 | 0.000000e+00 | 90.15 | 93.00 | 91.11 | 90.83 | 92.96 | 92.13 | 92.55 | 92.86 | 93.51 | 92.58 | 90.19 | 90.64 | 91.99 | 91.78 | 90.23 | 92.65 | 91.79 | 92.65 | 93.45 | 91.88 | 92.86 | 94.05 | 92.95 | 93.24 | 92.79 | 91.98 |
| 29 | 372 | 72 | 0.10 | 32 | 0.00100 | 36 | 0.000000e+00 | 1.000000e-08 | 91.08 | 92.70 | 93.41 | 91.42 | 95.04 | 91.58 | 93.02 | 91.25 | 90.65 | 91.00 | 90.62 | 91.15 | 93.06 | 93.25 | 92.16 | 91.74 | 92.22 | 92.40 | 94.21 | 90.04 | 93.37 | 93.61 | 93.09 | 90.83 | 91.34 | 92.61 |
| 30 | 372 | 72 | 0.10 | 32 | 0.00100 | 36 | 1.000000e-08 | 0.000000e+00 | 93.31 | 91.43 | 93.59 | 92.26 | 93.72 | 92.18 | 88.21 | 91.98 | 93.85 | 94.10 | 92.45 | 91.45 | 93.41 | 91.78 | 49.17 | 92.44 | 91.78 | 91.90 | 92.13 | 92.39 | 93.01 | 92.96 | 93.61 | 92.58 | 92.50 | 91.34 |
| 31 | 372 | 72 | 0.10 | 32 | 0.00100 | 36 | 1.000000e-08 | 1.000000e-08 | 92.62 | 93.99 | 93.37 | 91.76 | 91.57 | 90.66 | 91.68 | 93.01 | 92.34 | 91.79 | 90.06 | 92.88 | 93.24 | 90.67 | 91.68 | 92.94 | 91.72 | 90.70 | 93.43 | 91.67 | 94.02 | 93.30 | 93.75 | 90.88 | 94.39 | 93.43 |
| 36 | 372 | 72 | 0.10 | 48 | 0.00100 | 36 | 0.000000e+00 | 0.000000e+00 | 93.10 | 92.89 | 91.73 | 92.84 | 92.58 | 91.36 | 90.71 | 93.55 | 94.54 | 93.90 | 93.49 | 91.43 | 92.46 | 92.09 | 91.85 | 93.01 | 92.36 | 93.47 | 93.08 | 91.52 | 94.32 | 91.60 | 91.45 | 92.41 | 91.75 | 91.27 |
| 37 | 372 | 72 | 0.10 | 48 | 0.00100 | 36 | 0.000000e+00 | 1.000000e-08 | 92.83 | 91.63 | 94.47 | 92.98 | 93.42 | 90.05 | 92.74 | 92.92 | 92.53 | 92.27 | 93.40 | 92.71 | 93.49 | 93.09 | 91.39 | 94.16 | 92.19 | 92.67 | 94.06 | 91.99 | 94.63 | 92.61 | 93.39 | 93.34 | 92.80 | 91.68 |
| 38 | 372 | 72 | 0.10 | 48 | 0.00100 | 36 | 1.000000e-08 | 0.000000e+00 | 92.50 | 93.43 | 93.88 | 93.46 | 91.77 | 91.19 | 92.58 | 92.96 | 91.46 | 91.66 | 92.25 | 92.43 | 94.30 | 93.58 | 91.50 | 93.17 | 94.35 | 93.65 | 93.70 | 91.48 | 93.03 | 94.29 | 93.65 | 93.36 | 92.68 | 93.02 |
| 39 | 372 | 72 | 0.10 | 48 | 0.00100 | 36 | 1.000000e-08 | 1.000000e-08 | 91.29 | 91.18 | 91.01 | 90.65 | 92.09 | 90.89 | 90.50 | 91.28 | 92.40 | 90.66 | 92.61 | 90.86 | 90.46 | 93.58 | 92.73 | 91.82 | 93.37 | 92.36 | 91.89 | 92.24 | 93.99 | 92.21 | 93.78 | 91.38 | 93.01 | 92.35 |
| 44 | 372 | 72 | 0.10 | 64 | 0.00100 | 36 | 0.000000e+00 | 0.000000e+00 | 92.99 | 92.24 | 92.73 | 93.34 | 93.61 | 91.26 | 91.81 | 93.77 | 92.53 | 91.35 | 90.95 | 91.83 | 92.00 | 92.26 | 89.47 | 92.83 | 92.45 | 94.05 | 93.29 | 92.10 | 94.15 | 93.19 | 94.41 | 92.14 | 92.51 | 93.31 |
| 45 | 372 | 72 | 0.10 | 64 | 0.00100 | 36 | 0.000000e+00 | 1.000000e-08 | 91.45 | 91.90 | 93.69 | 92.39 | 92.77 | 91.20 | 93.54 | 91.29 | 92.33 | 93.07 | 91.47 | 91.14 | 93.01 | 92.69 | 91.59 | 92.35 | 94.13 | 91.58 | 93.67 | 90.75 | 92.34 | 92.93 | 93.49 | 93.31 | 92.18 | 93.11 |
| 46 | 372 | 72 | 0.10 | 64 | 0.00100 | 36 | 1.000000e-08 | 0.000000e+00 | 92.54 | 93.70 | 93.43 | 92.64 | 91.60 | 92.01 | 92.26 | 90.70 | 93.07 | 91.67 | 91.75 | 90.57 | 92.64 | 92.29 | 91.00 | 92.30 | 92.38 | 92.77 | 94.07 | 92.16 | 94.83 | 91.60 | 94.50 | 93.32 | 93.09 | 93.22 |
| 47 | 372 | 72 | 0.10 | 64 | 0.00100 | 36 | 1.000000e-08 | 1.000000e-08 | 92.02 | 91.40 | 93.23 | 92.35 | 93.67 | 91.78 | 92.55 | 93.09 | 93.80 | 93.04 | 92.08 | 92.12 | 92.25 | 92.22 | 91.28 | 91.81 | 92.40 | 93.09 | 92.72 | 92.98 | 93.13 | 94.10 | 94.59 | 92.12 | 92.15 | 93.62 |
| 52 | 372 | 72 | 0.10 | 32 | 0.00100 | 48 | 0.000000e+00 | 0.000000e+00 | 90.24 | 91.11 | 91.06 | 93.24 | 90.77 | 88.53 | 90.51 | 91.10 | 89.59 | 90.68 | 90.62 | 91.78 | 93.28 | 91.16 | 89.91 | 91.83 | 92.56 | 49.17 | 92.16 | 92.50 | 94.01 | 91.80 | 93.93 | 92.68 | 91.14 | 91.39 |
| 53 | 372 | 72 | 0.10 | 32 | 0.00100 | 48 | 0.000000e+00 | 1.000000e-08 | 92.52 | 90.69 | 93.53 | 92.41 | 91.94 | 91.12 | 90.98 | 91.97 | 92.08 | 90.51 | 92.37 | 90.65 | 91.85 | 90.29 | 92.02 | 92.26 | 92.05 | 91.67 | 91.44 | 93.23 | 92.85 | 94.27 | 93.55 | 93.31 | 91.25 | 91.42 |
| 54 | 372 | 72 | 0.10 | 32 | 0.00100 | 48 | 1.000000e-08 | 0.000000e+00 | 95.12 | 92.91 | 92.33 | 91.15 | 93.36 | 91.18 | 89.36 | 93.48 | 91.79 | 92.35 | 92.53 | 88.83 | 91.88 | 91.81 | 91.65 | 92.87 | 91.33 | 92.64 | 93.37 | 49.17 | 94.11 | 92.36 | 93.51 | 92.11 | 93.80 | 93.28 |
| 55 | 372 | 72 | 0.10 | 32 | 0.00100 | 48 | 1.000000e-08 | 1.000000e-08 | 89.88 | 93.04 | 90.11 | 92.72 | 92.99 | 92.87 | 91.11 | 91.73 | 89.48 | 89.95 | 91.81 | 90.04 | 93.36 | 91.84 | 92.17 | 93.09 | 91.06 | 90.49 | 93.00 | 91.19 | 92.74 | 93.46 | 93.84 | 92.19 | 92.15 | 93.09 |
| 60 | 372 | 72 | 0.10 | 48 | 0.00100 | 48 | 0.000000e+00 | 0.000000e+00 | 93.01 | 92.12 | 91.75 | 92.28 | 92.63 | 90.88 | 92.19 | 91.88 | 91.33 | 92.71 | 91.06 | 91.05 | 90.99 | 94.18 | 92.08 | 94.54 | 93.31 | 93.28 | 92.87 | 92.81 | 93.08 | 94.67 | 93.08 | 93.97 | 92.77 | 92.04 |
| 61 | 372 | 72 | 0.10 | 48 | 0.00100 | 48 | 0.000000e+00 | 1.000000e-08 | 90.49 | 92.19 | 92.99 | 93.16 | 92.11 | 90.46 | 91.46 | 92.79 | 91.73 | 92.76 | 92.40 | 91.75 | 92.83 | 92.97 | 93.25 | 91.10 | 92.25 | 91.06 | 92.58 | 92.47 | 92.39 | 93.71 | 94.24 | 91.39 | 91.61 | 90.09 |
| 62 | 372 | 72 | 0.10 | 48 | 0.00100 | 48 | 1.000000e-08 | 0.000000e+00 | 94.46 | 92.44 | 93.15 | 92.23 | 93.15 | 93.27 | 92.73 | 92.70 | 93.05 | 91.88 | 92.75 | 91.24 | 92.28 | 94.03 | 92.97 | 92.61 | 93.47 | 91.65 | 94.50 | 92.91 | 93.92 | 93.32 | 93.92 | 93.66 | 91.41 | 93.17 |
| 63 | 372 | 72 | 0.10 | 48 | 0.00100 | 48 | 1.000000e-08 | 1.000000e-08 | 92.14 | 49.17 | 92.56 | 92.59 | 49.17 | 91.86 | 94.09 | 92.42 | 49.17 | 91.72 | 92.83 | 90.78 | 93.01 | 93.06 | 49.17 | 93.04 | 94.22 | 93.22 | 91.43 | 91.62 | 93.37 | 92.57 | 93.03 | 93.18 | 91.89 | 92.20 |
| 68 | 372 | 72 | 0.10 | 64 | 0.00100 | 48 | 0.000000e+00 | 0.000000e+00 | 92.28 | 93.71 | 92.77 | 90.03 | 93.52 | 90.71 | 91.67 | 94.11 | 93.50 | 90.91 | 92.40 | 91.80 | 92.37 | 92.21 | 92.53 | 93.18 | 93.43 | 92.54 | 92.77 | 92.96 | 94.06 | 93.57 | 94.91 | 92.28 | 92.27 | 93.29 |
| 69 | 372 | 72 | 0.10 | 64 | 0.00100 | 48 | 0.000000e+00 | 1.000000e-08 | 92.19 | 93.02 | 94.30 | 92.05 | 93.63 | 91.16 | 93.00 | 93.07 | 91.85 | 93.44 | 93.02 | 91.93 | 94.06 | 91.96 | 91.52 | 93.93 | 92.06 | 93.60 | 93.00 | 91.27 | 94.54 | 95.04 | 93.94 | 93.05 | 93.30 | 93.10 |
| 70 | 372 | 72 | 0.10 | 64 | 0.00100 | 48 | 1.000000e-08 | 0.000000e+00 | 92.52 | 93.63 | 92.09 | 93.81 | 94.40 | 92.91 | 91.45 | 91.47 | 92.46 | 92.58 | 93.13 | 93.45 | 91.43 | 92.95 | 91.40 | 95.25 | 93.12 | 93.19 | 93.51 | 92.83 | 93.28 | 93.26 | 95.61 | 92.78 | 93.59 | 93.19 |
| 71 | 372 | 72 | 0.10 | 64 | 0.00100 | 48 | 1.000000e-08 | 1.000000e-08 | 92.51 | 92.61 | 93.90 | 92.11 | 93.64 | 93.04 | 92.74 | 91.12 | 92.16 | 93.43 | 92.97 | 92.25 | 91.49 | 94.16 | 91.60 | 91.02 | 92.97 | 92.15 | 92.85 | 91.77 | 92.34 | 92.73 | 94.07 | 91.90 | 93.29 | 92.31 |
| 76 | 372 | 72 | 0.10 | 32 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 93.33 | 91.46 | 91.29 | 90.70 | 91.58 | 91.72 | 91.21 | 93.09 | 92.45 | 89.60 | 91.90 | 91.26 | 91.00 | 93.73 | 92.30 | 92.55 | 92.85 | 93.92 | 92.96 | 91.12 | 93.75 | 93.13 | 94.63 | 93.08 | 93.32 | 92.67 |
| 77 | 372 | 72 | 0.10 | 32 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 93.33 | 93.24 | 93.23 | 90.60 | 91.68 | 91.66 | 91.19 | 91.22 | 90.21 | 90.36 | 91.97 | 90.58 | 90.74 | 92.31 | 91.45 | 92.55 | 92.57 | 92.99 | 94.06 | 92.85 | 93.72 | 91.23 | 93.69 | 92.53 | 91.23 | 92.60 |
| 78 | 372 | 72 | 0.10 | 32 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 91.06 | 92.53 | 92.61 | 92.05 | 91.80 | 91.04 | 88.78 | 91.86 | 89.97 | 91.72 | 90.73 | 92.22 | 91.93 | 92.93 | 91.20 | 91.87 | 90.22 | 91.01 | 91.35 | 90.79 | 94.00 | 91.22 | 91.55 | 91.56 | 89.97 | 92.29 |
| 79 | 372 | 72 | 0.10 | 32 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 93.15 | 91.63 | 92.00 | 92.21 | 91.55 | 91.72 | 90.79 | 92.55 | 91.23 | 91.31 | 91.58 | 91.01 | 90.90 | 90.03 | 92.05 | 92.71 | 92.68 | 92.35 | 92.70 | 91.25 | 92.40 | 90.85 | 92.78 | 92.18 | 91.26 | 92.42 |
| 84 | 372 | 72 | 0.10 | 48 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 94.09 | 91.57 | 93.45 | 91.29 | 92.58 | 91.56 | 91.22 | 93.48 | 90.49 | 93.98 | 91.74 | 91.61 | 91.50 | 94.28 | 91.19 | 94.23 | 93.15 | 93.63 | 92.28 | 91.10 | 93.02 | 93.87 | 93.69 | 92.70 | 92.38 | 91.80 |
| 85 | 372 | 72 | 0.10 | 48 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 93.31 | 93.69 | 93.05 | 92.75 | 93.04 | 91.33 | 91.31 | 94.70 | 90.91 | 92.09 | 91.85 | 92.26 | 94.13 | 93.25 | 91.41 | 93.26 | 93.58 | 93.00 | 91.55 | 93.55 | 94.17 | 93.59 | 94.68 | 91.48 | 93.56 | 93.30 |
| 86 | 372 | 72 | 0.10 | 48 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 92.85 | 91.53 | 94.03 | 92.08 | 92.76 | 92.01 | 92.48 | 91.80 | 91.34 | 93.04 | 91.13 | 92.31 | 92.17 | 92.41 | 92.67 | 92.71 | 95.67 | 92.53 | 93.38 | 93.07 | 95.01 | 91.50 | 91.62 | 92.52 | 92.65 | 92.65 |
| 87 | 372 | 72 | 0.10 | 48 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 93.42 | 90.45 | 91.66 | 93.82 | 92.57 | 89.57 | 92.53 | 91.94 | 91.95 | 90.94 | 93.82 | 92.70 | 94.00 | 93.42 | 92.37 | 91.05 | 93.30 | 93.59 | 93.90 | 93.15 | 93.76 | 93.97 | 94.16 | 93.08 | 92.59 | 91.95 |
| 92 | 372 | 72 | 0.10 | 64 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 92.62 | 93.37 | 92.48 | 93.81 | 93.04 | 90.11 | 91.82 | 91.01 | 93.14 | 91.74 | 93.04 | 92.10 | 91.95 | 93.34 | 92.19 | 91.82 | 92.63 | 94.35 | 93.29 | 92.53 | 92.72 | 92.41 | 92.64 | 91.49 | 93.36 | 93.37 |
| 93 | 372 | 72 | 0.10 | 64 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 94.82 | 92.92 | 94.05 | 92.90 | 93.53 | 91.99 | 92.93 | 92.79 | 92.92 | 92.72 | 92.99 | 92.70 | 91.51 | 92.24 | 89.93 | 93.42 | 93.89 | 94.22 | 92.47 | 92.31 | 94.63 | 94.35 | 93.00 | 94.06 | 93.58 | 92.81 |
| 94 | 372 | 72 | 0.10 | 64 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 91.77 | 91.45 | 94.68 | 93.00 | 93.93 | 91.41 | 89.47 | 93.45 | 91.59 | 91.75 | 92.13 | 92.07 | 93.03 | 92.31 | 91.73 | 91.75 | 92.09 | 92.13 | 94.59 | 93.20 | 94.09 | 95.63 | 92.86 | 93.51 | 93.19 | 91.77 |
| 95 | 372 | 72 | 0.10 | 64 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 93.02 | 90.98 | 92.15 | 92.19 | 90.80 | 93.26 | 93.09 | 93.34 | 94.78 | 92.34 | 91.62 | 91.54 | 93.69 | 92.83 | 91.84 | 93.31 | 92.19 | 91.98 | 92.50 | 93.32 | 93.36 | 95.04 | 93.40 | 92.75 | 92.73 | 93.09 |
| 100 | 372 | 72 | 0.10 | 32 | 0.00001 | 36 | 0.000000e+00 | 0.000000e+00 | 91.94 | 92.92 | 91.62 | 92.88 | 91.50 | 92.05 | 93.38 | 91.54 | 92.21 | 91.63 | 92.56 | 92.11 | 92.03 | 93.08 | 91.79 | 91.42 | 92.33 | 92.85 | 91.84 | 89.81 | 92.44 | 94.14 | 93.83 | 91.92 | 92.31 | 92.34 |
| 101 | 372 | 72 | 0.10 | 32 | 0.00001 | 36 | 0.000000e+00 | 1.000000e-08 | 91.20 | 93.49 | 94.00 | 92.27 | 93.83 | 91.96 | 89.81 | 90.33 | 91.56 | 92.98 | 90.95 | 91.14 | 91.06 | 92.19 | 92.30 | 91.47 | 91.61 | 92.23 | 92.01 | 91.71 | 92.00 | 92.13 | 94.04 | 93.09 | 91.05 | 91.71 |
| 102 | 372 | 72 | 0.10 | 32 | 0.00001 | 36 | 1.000000e-08 | 0.000000e+00 | 93.90 | 92.00 | 92.92 | 93.14 | 92.81 | 93.73 | 93.05 | 90.63 | 92.13 | 91.78 | 92.97 | 92.03 | 91.69 | 92.65 | 91.10 | 91.70 | 92.67 | 92.56 | 92.76 | 92.18 | 92.40 | 93.10 | 92.46 | 93.58 | 92.70 | 92.09 |
| 103 | 372 | 72 | 0.10 | 32 | 0.00001 | 36 | 1.000000e-08 | 1.000000e-08 | 93.94 | 91.94 | 93.70 | 93.77 | 90.66 | 91.20 | 92.93 | 92.27 | 90.90 | 91.42 | 93.72 | 91.75 | 92.48 | 91.05 | 91.18 | 90.43 | 92.96 | 92.96 | 92.96 | 92.36 | 95.14 | 93.60 | 92.32 | 92.78 | 91.75 | 92.58 |
| 108 | 372 | 72 | 0.10 | 48 | 0.00001 | 36 | 0.000000e+00 | 0.000000e+00 | 92.18 | 91.53 | 91.53 | 93.58 | 91.28 | 92.17 | 92.98 | 93.73 | 91.71 | 93.21 | 93.99 | 93.18 | 94.65 | 93.79 | 92.12 | 93.72 | 94.58 | 92.93 | 93.22 | 92.80 | 94.18 | 93.75 | 93.90 | 94.35 | 92.95 | 92.63 |
| 109 | 372 | 72 | 0.10 | 48 | 0.00001 | 36 | 0.000000e+00 | 1.000000e-08 | 92.73 | 92.48 | 93.51 | 94.06 | 91.13 | 88.36 | 92.54 | 91.85 | 92.95 | 91.11 | 92.93 | 91.72 | 93.61 | 91.83 | 93.69 | 92.37 | 92.37 | 93.69 | 93.66 | 93.89 | 93.47 | 93.62 | 93.54 | 93.95 | 92.15 | 92.15 |
| 110 | 372 | 72 | 0.10 | 48 | 0.00001 | 36 | 1.000000e-08 | 0.000000e+00 | 92.85 | 91.21 | 92.90 | 90.40 | 91.63 | 90.24 | 91.30 | 92.05 | 92.37 | 90.86 | 92.23 | 92.25 | 92.87 | 92.61 | 92.86 | 91.41 | 91.93 | 92.70 | 93.36 | 90.73 | 92.74 | 93.76 | 93.12 | 93.06 | 92.70 | 90.99 |
| 111 | 372 | 72 | 0.10 | 48 | 0.00001 | 36 | 1.000000e-08 | 1.000000e-08 | 93.32 | 92.07 | 92.41 | 91.42 | 93.16 | 92.28 | 91.69 | 92.57 | 92.64 | 92.90 | 91.53 | 93.02 | 92.79 | 93.63 | 92.38 | 91.98 | 92.10 | 91.56 | 93.33 | 93.12 | 93.02 | 93.14 | 94.12 | 93.00 | 92.59 | 91.48 |
| 116 | 372 | 72 | 0.10 | 64 | 0.00001 | 36 | 0.000000e+00 | 0.000000e+00 | 92.25 | 90.33 | 92.44 | 91.44 | 93.10 | 92.46 | 91.52 | 91.27 | 90.63 | 92.58 | 92.73 | 92.93 | 94.17 | 91.79 | 91.65 | 92.33 | 92.76 | 93.32 | 92.25 | 92.07 | 92.99 | 93.06 | 92.29 | 92.33 | 93.47 | 92.23 |
| 117 | 372 | 72 | 0.10 | 64 | 0.00001 | 36 | 0.000000e+00 | 1.000000e-08 | 92.75 | 93.54 | 93.09 | 92.42 | 92.27 | 92.45 | 92.91 | 93.07 | 92.31 | 92.51 | 91.21 | 91.12 | 92.96 | 95.34 | 92.08 | 93.25 | 92.68 | 93.53 | 91.77 | 92.83 | 94.83 | 94.40 | 93.99 | 92.92 | 93.72 | 92.28 |
| 118 | 372 | 72 | 0.10 | 64 | 0.00001 | 36 | 1.000000e-08 | 0.000000e+00 | 92.33 | 92.51 | 93.71 | 93.08 | 93.14 | 91.77 | 93.67 | 92.25 | 93.43 | 90.94 | 93.52 | 91.35 | 92.79 | 92.74 | 91.08 | 94.07 | 93.65 | 93.46 | 94.12 | 92.82 | 94.21 | 93.98 | 93.39 | 93.64 | 92.42 | 93.98 |
| 119 | 372 | 72 | 0.10 | 64 | 0.00001 | 36 | 1.000000e-08 | 1.000000e-08 | 94.79 | 94.64 | 94.14 | 92.64 | 93.31 | 91.60 | 93.26 | 92.69 | 93.86 | 91.93 | 93.59 | 93.34 | 92.23 | 94.31 | 91.58 | 93.08 | 92.87 | 93.57 | 94.71 | 93.39 | 94.18 | 93.12 | 92.60 | 93.09 | 93.14 | 93.95 |
| 124 | 372 | 72 | 0.10 | 32 | 0.00001 | 48 | 0.000000e+00 | 0.000000e+00 | 91.05 | 93.27 | 93.42 | 92.77 | 92.89 | 90.12 | 91.02 | 92.81 | 91.60 | 90.68 | 91.61 | 91.86 | 92.14 | 92.74 | 91.05 | 91.66 | 92.01 | 90.31 | 91.08 | 93.13 | 92.63 | 93.00 | 95.17 | 91.82 | 91.88 | 92.25 |
| 125 | 372 | 72 | 0.10 | 32 | 0.00001 | 48 | 0.000000e+00 | 1.000000e-08 | 91.73 | 92.40 | 91.14 | 90.85 | 91.15 | 92.00 | 91.87 | 92.50 | 93.08 | 91.02 | 91.41 | 90.81 | 91.16 | 91.63 | 89.55 | 93.11 | 92.46 | 91.39 | 92.95 | 90.38 | 93.72 | 93.06 | 93.29 | 93.19 | 91.89 | 91.09 |
| 126 | 372 | 72 | 0.10 | 32 | 0.00001 | 48 | 1.000000e-08 | 0.000000e+00 | 92.01 | 90.71 | 91.28 | 90.84 | 91.55 | 90.51 | 90.93 | 92.40 | 90.21 | 91.95 | 90.63 | 93.24 | 93.17 | 91.28 | 90.84 | 92.47 | 92.01 | 90.76 | 91.63 | 91.35 | 91.33 | 91.99 | 92.54 | 91.92 | 92.43 | 91.12 |
| 127 | 372 | 72 | 0.10 | 32 | 0.00001 | 48 | 1.000000e-08 | 1.000000e-08 | 91.86 | 92.89 | 93.62 | 92.11 | 91.92 | 92.35 | 91.94 | 90.41 | 92.88 | 89.62 | 89.87 | 90.61 | 90.02 | 89.55 | 90.59 | 92.72 | 91.22 | 91.66 | 92.72 | 90.42 | 89.51 | 94.55 | 91.95 | 89.97 | 91.78 | 91.23 |
| 132 | 372 | 72 | 0.10 | 48 | 0.00001 | 48 | 0.000000e+00 | 0.000000e+00 | 94.16 | 93.16 | 91.75 | 93.66 | 90.35 | 91.17 | 91.52 | 92.25 | 91.07 | 91.33 | 91.71 | 93.44 | 92.69 | 91.06 | 90.47 | 91.67 | 93.01 | 91.68 | 91.57 | 91.59 | 93.72 | 94.28 | 93.17 | 93.36 | 92.31 | 90.89 |
| 133 | 372 | 72 | 0.10 | 48 | 0.00001 | 48 | 0.000000e+00 | 1.000000e-08 | 93.80 | 92.82 | 93.03 | 92.60 | 91.92 | 91.00 | 92.05 | 90.58 | 92.35 | 91.69 | 91.04 | 91.53 | 92.90 | 93.69 | 92.01 | 90.50 | 92.02 | 90.01 | 93.98 | 92.37 | 91.86 | 92.54 | 94.18 | 93.42 | 92.05 | 91.02 |
| 134 | 372 | 72 | 0.10 | 48 | 0.00001 | 48 | 1.000000e-08 | 0.000000e+00 | 93.30 | 93.18 | 93.53 | 90.41 | 92.20 | 92.12 | 92.28 | 92.21 | 91.42 | 92.36 | 94.01 | 93.93 | 93.24 | 93.48 | 91.10 | 92.97 | 92.62 | 92.22 | 94.36 | 91.95 | 93.80 | 92.70 | 92.76 | 92.91 | 94.02 | 92.47 |
| 135 | 372 | 72 | 0.10 | 48 | 0.00001 | 48 | 1.000000e-08 | 1.000000e-08 | 92.08 | 93.37 | 92.98 | 91.41 | 93.36 | 91.45 | 92.24 | 93.79 | 90.97 | 92.36 | 91.93 | 90.92 | 92.61 | 92.90 | 91.71 | 93.64 | 93.78 | 91.19 | 92.46 | 92.33 | 94.90 | 93.62 | 94.11 | 93.79 | 94.00 | 93.08 |
| 140 | 372 | 72 | 0.10 | 64 | 0.00001 | 48 | 0.000000e+00 | 0.000000e+00 | 92.07 | 92.29 | 93.38 | 92.61 | 93.57 | 90.70 | 92.95 | 92.03 | 92.67 | 90.52 | 93.17 | 89.82 | 91.80 | 91.34 | 91.60 | 91.06 | 92.22 | 92.85 | 92.31 | 93.66 | 92.30 | 94.72 | 94.38 | 92.64 | 92.90 | 91.94 |
| 141 | 372 | 72 | 0.10 | 64 | 0.00001 | 48 | 0.000000e+00 | 1.000000e-08 | 93.55 | 92.15 | 92.37 | 92.36 | 92.24 | 92.06 | 91.87 | 92.06 | 92.88 | 92.85 | 92.83 | 93.21 | 91.71 | 92.21 | 91.86 | 94.15 | 92.95 | 93.59 | 94.80 | 93.97 | 94.60 | 94.29 | 93.99 | 93.77 | 93.67 | 93.01 |
| 142 | 372 | 72 | 0.10 | 64 | 0.00001 | 48 | 1.000000e-08 | 0.000000e+00 | 91.85 | 91.98 | 93.18 | 92.61 | 92.73 | 92.14 | 93.48 | 91.63 | 92.97 | 92.45 | 93.79 | 91.70 | 93.94 | 92.68 | 93.61 | 92.99 | 92.97 | 92.68 | 93.26 | 92.94 | 93.93 | 94.05 | 94.01 | 93.75 | 93.52 | 93.07 |
| 143 | 372 | 72 | 0.10 | 64 | 0.00001 | 48 | 1.000000e-08 | 1.000000e-08 | 91.62 | 92.12 | 92.98 | 93.86 | 93.04 | 92.38 | 93.18 | 93.77 | 94.43 | 92.76 | 90.89 | 90.84 | 93.98 | 92.25 | 92.08 | 93.74 | 92.57 | 91.93 | 94.23 | 92.85 | 93.94 | 92.30 | 91.71 | 94.17 | 93.95 | 92.23 |
| 148 | 372 | 72 | 0.01 | 32 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 92.00 | 91.35 | 91.46 | 92.65 | 91.39 | 92.11 | 89.46 | 90.54 | 90.42 | 89.79 | 91.14 | 89.24 | 92.29 | 88.28 | 91.91 | 89.92 | 92.75 | 92.25 | 90.23 | 90.87 | 90.04 | 91.46 | 93.22 | 91.79 | 91.55 | 91.24 |
| 149 | 372 | 72 | 0.01 | 32 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 91.05 | 87.94 | 89.80 | 90.41 | 90.73 | 91.49 | 90.40 | 88.30 | 91.70 | 91.06 | 91.61 | 90.92 | 89.48 | 92.68 | 89.16 | 90.92 | 92.24 | 89.68 | 91.97 | 91.65 | 92.09 | 90.70 | 92.47 | 91.66 | 90.37 | 90.91 |
| 150 | 372 | 72 | 0.01 | 32 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 88.62 | 90.27 | 92.76 | 90.72 | 90.14 | 90.16 | 88.88 | 90.99 | 93.01 | 91.23 | 89.77 | 91.23 | 91.38 | 89.91 | 91.34 | 93.63 | 91.32 | 87.76 | 90.59 | 91.81 | 91.77 | 92.37 | 93.68 | 91.22 | 88.73 | 89.63 |
| 151 | 372 | 72 | 0.01 | 32 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 90.73 | 93.89 | 92.98 | 92.58 | 91.90 | 89.01 | 89.89 | 91.21 | 90.70 | 90.68 | 93.20 | 90.13 | 90.65 | 92.07 | 91.38 | 90.67 | 89.95 | 92.13 | 93.38 | 93.65 | 92.56 | 91.09 | 92.40 | 91.03 | 92.66 | 90.62 |
| 156 | 372 | 72 | 0.01 | 48 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 91.96 | 90.17 | 91.16 | 91.03 | 92.04 | 91.95 | 92.55 | 90.51 | 91.62 | 94.19 | 91.54 | 91.30 | 90.68 | 91.74 | 91.94 | 92.65 | 92.78 | 90.75 | 93.08 | 93.01 | 92.05 | 93.38 | 92.67 | 91.52 | 92.27 | 90.45 |
| 157 | 372 | 72 | 0.01 | 48 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 92.49 | 93.01 | 91.17 | 92.30 | 93.62 | 88.52 | 91.85 | 90.58 | 91.07 | 91.10 | 93.70 | 90.42 | 91.31 | 88.33 | 89.71 | 89.18 | 92.42 | 93.94 | 91.00 | 91.77 | 92.07 | 91.90 | 93.43 | 93.34 | 91.42 | 90.47 |
| 158 | 372 | 72 | 0.01 | 48 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 92.25 | 90.64 | 94.61 | 89.43 | 91.49 | 92.30 | 89.46 | 93.00 | 91.43 | 92.94 | 93.76 | 91.09 | 91.42 | 92.17 | 91.23 | 89.76 | 92.45 | 92.36 | 93.32 | 92.97 | 92.86 | 93.79 | 93.14 | 91.77 | 92.85 | 92.86 |
| 159 | 372 | 72 | 0.01 | 48 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 90.66 | 91.60 | 91.95 | 91.45 | 90.04 | 90.07 | 89.59 | 87.75 | 92.32 | 92.11 | 92.23 | 90.42 | 93.20 | 90.54 | 91.52 | 90.85 | 91.90 | 91.96 | 93.39 | 91.89 | 92.76 | 93.19 | 91.71 | 91.68 | 92.56 | 90.49 |
| 164 | 372 | 72 | 0.01 | 64 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 91.10 | 92.74 | 92.75 | 91.39 | 92.09 | 92.58 | 92.36 | 93.21 | 92.53 | 91.34 | 92.85 | 89.58 | 91.82 | 91.12 | 91.76 | 90.19 | 91.91 | 91.65 | 91.90 | 91.95 | 93.05 | 92.80 | 93.53 | 92.57 | 91.49 | 92.87 |
| 165 | 372 | 72 | 0.01 | 64 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 91.91 | 91.93 | 91.41 | 93.14 | 92.49 | 91.39 | 89.39 | 92.54 | 91.86 | 89.78 | 93.19 | 92.19 | 90.44 | 92.64 | 90.38 | 91.78 | 91.76 | 92.38 | 93.08 | 92.33 | 94.52 | 93.29 | 94.17 | 93.22 | 92.85 | 93.71 |
| 166 | 372 | 72 | 0.01 | 64 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 89.53 | 92.69 | 93.41 | 89.59 | 92.27 | 92.44 | 90.34 | 92.75 | 92.46 | 89.26 | 93.54 | 92.41 | 91.85 | 92.86 | 91.58 | 91.80 | 93.21 | 92.46 | 91.52 | 92.08 | 92.51 | 93.12 | 92.01 | 91.19 | 90.95 | 93.03 |
| 167 | 372 | 72 | 0.01 | 64 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 93.13 | 92.06 | 93.59 | 93.00 | 94.68 | 89.41 | 91.33 | 92.15 | 93.17 | 89.59 | 91.81 | 92.14 | 92.27 | 93.24 | 91.62 | 92.21 | 94.21 | 93.80 | 93.48 | 93.41 | 94.19 | 92.30 | 93.47 | 92.43 | 93.06 | 91.41 |
| 172 | 372 | 72 | 0.01 | 32 | 0.00100 | 36 | 0.000000e+00 | 0.000000e+00 | 90.63 | 92.12 | 92.46 | 91.23 | 91.86 | 90.95 | 90.52 | 90.44 | 92.77 | 91.12 | 92.32 | 90.48 | 91.34 | 90.22 | 92.17 | 91.01 | 91.36 | 91.12 | 93.41 | 91.24 | 92.08 | 91.77 | 91.90 | 91.71 | 91.59 | 91.83 |
| 173 | 372 | 72 | 0.01 | 32 | 0.00100 | 36 | 0.000000e+00 | 1.000000e-08 | 89.86 | 92.92 | 90.37 | 90.39 | 89.87 | 90.51 | 91.30 | 89.00 | 90.13 | 91.50 | 92.37 | 90.09 | 90.27 | 91.47 | 90.55 | 91.61 | 90.28 | 91.51 | 92.66 | 90.29 | 91.03 | 89.28 | 92.83 | 91.72 | 92.33 | 90.79 |
| 174 | 372 | 72 | 0.01 | 32 | 0.00100 | 36 | 1.000000e-08 | 0.000000e+00 | 91.10 | 89.79 | 90.89 | 90.62 | 91.31 | 89.82 | 93.19 | 89.69 | 91.55 | 91.75 | 92.20 | 89.90 | 93.36 | 91.46 | 89.74 | 91.71 | 90.67 | 92.40 | 93.20 | 89.64 | 90.87 | 91.27 | 90.63 | 91.39 | 91.22 | 90.81 |
| 175 | 372 | 72 | 0.01 | 32 | 0.00100 | 36 | 1.000000e-08 | 1.000000e-08 | 92.08 | 89.82 | 91.93 | 90.62 | 91.61 | 92.41 | 90.74 | 90.47 | 91.52 | 90.94 | 93.45 | 92.22 | 90.70 | 89.29 | 91.28 | 90.78 | 89.80 | 91.16 | 92.93 | 91.64 | 93.51 | 91.34 | 92.67 | 90.76 | 90.76 | 90.56 |
| 180 | 372 | 72 | 0.01 | 48 | 0.00100 | 36 | 0.000000e+00 | 0.000000e+00 | 90.58 | 94.58 | 90.74 | 92.10 | 91.84 | 90.30 | 89.43 | 92.03 | 90.74 | 93.14 | 90.05 | 88.96 | 91.23 | 92.46 | 92.05 | 92.35 | 92.84 | 93.16 | 92.10 | 90.37 | 93.01 | 93.24 | 94.28 | 91.29 | 92.33 | 90.74 |
| 181 | 372 | 72 | 0.01 | 48 | 0.00100 | 36 | 0.000000e+00 | 1.000000e-08 | 91.19 | 91.90 | 90.71 | 92.58 | 91.55 | 89.97 | 92.02 | 93.03 | 91.26 | 92.53 | 93.20 | 91.38 | 93.49 | 92.04 | 90.79 | 91.37 | 92.02 | 92.54 | 91.34 | 89.63 | 92.78 | 92.44 | 93.12 | 92.57 | 92.06 | 91.41 |
| 182 | 372 | 72 | 0.01 | 48 | 0.00100 | 36 | 1.000000e-08 | 0.000000e+00 | 89.40 | 91.80 | 94.65 | 91.56 | 89.23 | 90.08 | 90.13 | 91.59 | 93.04 | 92.85 | 92.55 | 90.77 | 92.10 | 92.98 | 92.37 | 93.52 | 91.69 | 91.47 | 93.59 | 92.28 | 93.09 | 93.64 | 93.17 | 91.77 | 92.87 | 91.58 |
| 183 | 372 | 72 | 0.01 | 48 | 0.00100 | 36 | 1.000000e-08 | 1.000000e-08 | 92.28 | 90.30 | 92.49 | 91.27 | 91.39 | 91.73 | 91.96 | 92.78 | 92.26 | 92.55 | 94.71 | 90.47 | 93.09 | 92.98 | 93.20 | 91.19 | 91.61 | 94.20 | 93.78 | 92.51 | 94.49 | 91.05 | 93.48 | 91.79 | 92.01 | 92.61 |
| 188 | 372 | 72 | 0.01 | 64 | 0.00100 | 36 | 0.000000e+00 | 0.000000e+00 | 91.92 | 92.49 | 93.47 | 90.62 | 92.58 | 91.31 | 92.68 | 92.41 | 91.50 | 93.82 | 93.30 | 92.30 | 93.12 | 92.23 | 90.30 | 91.20 | 93.60 | 91.10 | 92.69 | 93.65 | 93.84 | 93.48 | 93.67 | 93.17 | 93.06 | 93.28 |
| 189 | 372 | 72 | 0.01 | 64 | 0.00100 | 36 | 0.000000e+00 | 1.000000e-08 | 92.73 | 90.30 | 91.93 | 92.10 | 90.62 | 93.59 | 91.64 | 92.01 | 90.96 | 92.36 | 93.50 | 91.50 | 91.32 | 91.94 | 92.04 | 91.68 | 93.50 | 92.61 | 93.95 | 92.37 | 93.33 | 93.00 | 92.27 | 93.38 | 92.86 | 90.87 |
| 190 | 372 | 72 | 0.01 | 64 | 0.00100 | 36 | 1.000000e-08 | 0.000000e+00 | 91.78 | 93.04 | 92.07 | 90.98 | 93.04 | 92.63 | 92.60 | 92.50 | 91.98 | 92.80 | 91.28 | 90.82 | 90.41 | 91.69 | 91.56 | 92.19 | 92.31 | 91.50 | 91.84 | 92.03 | 93.36 | 93.81 | 92.84 | 92.67 | 92.08 | 93.13 |
| 191 | 372 | 72 | 0.01 | 64 | 0.00100 | 36 | 1.000000e-08 | 1.000000e-08 | 92.96 | 91.49 | 92.84 | 89.96 | 91.38 | 92.52 | 92.63 | 91.41 | 93.37 | 92.73 | 92.95 | 91.49 | 91.23 | 92.65 | 92.03 | 90.75 | 93.89 | 92.47 | 93.17 | 92.54 | 92.81 | 92.24 | 93.35 | 93.27 | 92.74 | 90.33 |
| 196 | 372 | 72 | 0.01 | 32 | 0.00100 | 48 | 0.000000e+00 | 0.000000e+00 | 90.68 | 90.79 | 90.22 | 90.74 | 90.88 | 91.17 | 90.94 | 89.85 | 91.27 | 91.37 | 92.51 | 89.08 | 90.25 | 91.01 | 90.83 | 90.46 | 90.98 | 93.02 | 91.36 | 92.16 | 92.47 | 91.22 | 91.16 | 90.48 | 91.45 | 89.58 |
| 197 | 372 | 72 | 0.01 | 32 | 0.00100 | 48 | 0.000000e+00 | 1.000000e-08 | 89.53 | 90.06 | 91.10 | 92.58 | 91.79 | 89.78 | 93.07 | 92.70 | 90.40 | 92.26 | 90.96 | 91.40 | 91.83 | 92.66 | 91.82 | 91.37 | 93.45 | 89.96 | 93.19 | 90.54 | 91.71 | 92.65 | 92.79 | 91.38 | 91.47 | 91.27 |
| 198 | 372 | 72 | 0.01 | 32 | 0.00100 | 48 | 1.000000e-08 | 0.000000e+00 | 91.17 | 94.16 | 91.85 | 91.77 | 91.71 | 91.14 | 91.82 | 91.34 | 90.86 | 91.84 | 92.31 | 90.92 | 91.49 | 91.51 | 91.51 | 90.91 | 91.03 | 92.41 | 91.86 | 89.55 | 92.60 | 91.46 | 93.23 | 92.58 | 92.84 | 91.58 |
| 199 | 372 | 72 | 0.01 | 32 | 0.00100 | 48 | 1.000000e-08 | 1.000000e-08 | 93.00 | 93.32 | 91.32 | 91.62 | 90.62 | 90.18 | 92.09 | 91.88 | 90.89 | 91.33 | 92.61 | 90.67 | 90.95 | 93.94 | 92.19 | 91.78 | 89.86 | 91.49 | 92.11 | 90.09 | 93.03 | 91.21 | 92.22 | 91.57 | 93.28 | 90.84 |
| 204 | 372 | 72 | 0.01 | 48 | 0.00100 | 48 | 0.000000e+00 | 0.000000e+00 | 91.08 | 92.98 | 90.86 | 91.51 | 91.35 | 90.59 | 91.81 | 88.92 | 91.89 | 91.75 | 92.95 | 90.45 | 92.06 | 92.05 | 91.14 | 92.48 | 92.56 | 93.16 | 91.81 | 92.05 | 93.65 | 92.25 | 92.12 | 92.54 | 91.55 | 90.90 |
| 205 | 372 | 72 | 0.01 | 48 | 0.00100 | 48 | 0.000000e+00 | 1.000000e-08 | 92.69 | 92.52 | 91.56 | 90.64 | 90.89 | 92.94 | 91.94 | 90.68 | 91.82 | 92.50 | 91.91 | 90.90 | 91.01 | 90.73 | 89.25 | 88.85 | 91.07 | 91.83 | 92.41 | 91.18 | 92.53 | 94.77 | 93.14 | 92.58 | 92.29 | 93.33 |
| 206 | 372 | 72 | 0.01 | 48 | 0.00100 | 48 | 1.000000e-08 | 0.000000e+00 | 91.39 | 91.79 | 90.86 | 93.82 | 93.18 | 90.74 | 91.21 | 91.42 | 91.10 | 90.41 | 91.59 | 92.70 | 90.29 | 92.46 | 90.61 | 90.95 | 91.47 | 92.91 | 92.46 | 92.42 | 93.28 | 90.32 | 93.99 | 92.00 | 93.08 | 91.20 |
| 207 | 372 | 72 | 0.01 | 48 | 0.00100 | 48 | 1.000000e-08 | 1.000000e-08 | 92.78 | 92.16 | 92.95 | 91.91 | 90.69 | 90.95 | 90.70 | 93.82 | 91.34 | 90.42 | 93.84 | 92.02 | 91.27 | 93.04 | 91.49 | 91.62 | 91.69 | 91.65 | 92.55 | 91.27 | 91.36 | 93.17 | 93.13 | 92.00 | 93.79 | 92.06 |
| 212 | 372 | 72 | 0.01 | 64 | 0.00100 | 48 | 0.000000e+00 | 0.000000e+00 | 91.88 | 91.10 | 93.91 | 92.60 | 91.01 | 92.73 | 91.85 | 92.49 | 92.05 | 91.59 | 92.13 | 92.29 | 91.01 | 90.15 | 89.88 | 90.41 | 92.13 | 94.36 | 92.85 | 92.85 | 94.92 | 93.35 | 90.55 | 92.06 | 91.80 | 92.02 |
| 213 | 372 | 72 | 0.01 | 64 | 0.00100 | 48 | 0.000000e+00 | 1.000000e-08 | 92.09 | 90.39 | 92.61 | 93.78 | 92.78 | 91.46 | 91.86 | 91.76 | 93.81 | 90.50 | 92.43 | 91.91 | 91.32 | 93.66 | 91.40 | 92.95 | 92.80 | 90.73 | 93.35 | 92.75 | 94.15 | 93.84 | 92.30 | 92.25 | 93.83 | 92.50 |
| 214 | 372 | 72 | 0.01 | 64 | 0.00100 | 48 | 1.000000e-08 | 0.000000e+00 | 90.98 | 93.96 | 92.91 | 92.96 | 91.70 | 90.61 | 91.96 | 91.86 | 90.85 | 92.31 | 93.52 | 91.10 | 90.82 | 92.07 | 91.59 | 92.31 | 94.02 | 93.11 | 93.10 | 92.21 | 93.35 | 92.33 | 94.52 | 92.28 | 90.86 | 93.15 |
| 215 | 372 | 72 | 0.01 | 64 | 0.00100 | 48 | 1.000000e-08 | 1.000000e-08 | 90.53 | 90.99 | 92.36 | 91.40 | 92.21 | 91.52 | 93.84 | 90.70 | 90.87 | 91.64 | 92.38 | 92.55 | 91.49 | 91.21 | 92.91 | 93.39 | 92.92 | 91.46 | 91.56 | 91.28 | 94.33 | 93.47 | 93.31 | 93.16 | 92.38 | 92.76 |
| 220 | 372 | 72 | 0.01 | 32 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 91.21 | 91.22 | 89.42 | 91.04 | 89.43 | 92.07 | 89.62 | 89.83 | 90.64 | 89.49 | 92.70 | 89.11 | 90.69 | 92.73 | 89.58 | 91.85 | 90.13 | 91.83 | 92.42 | 91.46 | 93.24 | 92.33 | 93.39 | 90.81 | 91.42 | 91.69 |
| 221 | 372 | 72 | 0.01 | 32 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 90.11 | 90.38 | 92.98 | 89.36 | 89.26 | 91.85 | 89.97 | 89.99 | 90.02 | 92.32 | 90.88 | 88.88 | 90.01 | 91.49 | 91.47 | 91.12 | 93.33 | 90.95 | 93.13 | 90.91 | 90.79 | 91.07 | 90.64 | 92.23 | 91.75 | 91.59 |
| 222 | 372 | 72 | 0.01 | 32 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 87.75 | 91.54 | 91.72 | 89.71 | 90.79 | 92.18 | 91.00 | 90.15 | 92.37 | 91.29 | 92.17 | 90.82 | 89.74 | 92.19 | 91.06 | 91.19 | 92.15 | 93.08 | 93.05 | 91.70 | 92.34 | 90.55 | 92.17 | 91.04 | 89.96 | 89.43 |
| 223 | 372 | 72 | 0.01 | 32 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 90.42 | 91.49 | 92.37 | 91.42 | 91.97 | 92.32 | 90.61 | 89.31 | 91.66 | 91.11 | 94.31 | 90.14 | 89.37 | 92.48 | 90.70 | 91.80 | 91.77 | 91.22 | 92.10 | 92.32 | 91.29 | 90.51 | 90.59 | 92.42 | 91.81 | 89.99 |
| 228 | 372 | 72 | 0.01 | 48 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 90.46 | 92.03 | 91.45 | 91.99 | 93.98 | 91.45 | 86.43 | 90.84 | 91.51 | 91.07 | 90.75 | 91.26 | 91.71 | 92.08 | 91.27 | 90.85 | 91.68 | 91.02 | 91.30 | 91.70 | 92.78 | 91.62 | 92.83 | 92.94 | 90.90 | 91.00 |
| 229 | 372 | 72 | 0.01 | 48 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 92.11 | 89.64 | 92.45 | 91.50 | 90.53 | 91.32 | 93.34 | 90.54 | 92.44 | 92.11 | 89.80 | 88.41 | 91.35 | 93.82 | 90.87 | 93.29 | 92.32 | 91.82 | 92.57 | 90.39 | 93.79 | 92.32 | 94.17 | 92.75 | 92.89 | 93.21 |
| 230 | 372 | 72 | 0.01 | 48 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 91.36 | 93.18 | 93.87 | 92.13 | 91.26 | 91.33 | 91.52 | 90.16 | 89.27 | 92.66 | 92.18 | 92.98 | 91.83 | 93.29 | 90.85 | 93.08 | 92.50 | 92.08 | 91.07 | 92.74 | 93.50 | 93.41 | 94.53 | 92.27 | 91.96 | 89.96 |
| 231 | 372 | 72 | 0.01 | 48 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 90.81 | 90.94 | 92.28 | 90.80 | 91.99 | 90.04 | 91.09 | 91.57 | 91.56 | 93.43 | 93.46 | 91.87 | 90.42 | 92.81 | 89.56 | 91.88 | 92.21 | 92.31 | 93.21 | 92.08 | 93.22 | 92.72 | 92.54 | 92.17 | 92.18 | 91.56 |
| 236 | 372 | 72 | 0.01 | 64 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 93.43 | 91.09 | 92.60 | 92.51 | 91.26 | 91.85 | 92.57 | 92.19 | 91.81 | 89.81 | 92.79 | 90.47 | 90.41 | 91.79 | 90.06 | 91.08 | 92.61 | 89.74 | 92.51 | 92.51 | 92.91 | 93.00 | 92.80 | 92.61 | 91.21 | 92.03 |
| 237 | 372 | 72 | 0.01 | 64 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 90.73 | 93.44 | 92.54 | 91.26 | 89.22 | 92.36 | 92.43 | 90.98 | 91.63 | 90.55 | 92.15 | 91.79 | 91.88 | 91.98 | 92.01 | 92.88 | 92.26 | 92.85 | 93.70 | 91.09 | 93.01 | 93.13 | 93.33 | 91.73 | 93.13 | 89.97 |
| 238 | 372 | 72 | 0.01 | 64 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 91.80 | 92.80 | 91.59 | 91.82 | 92.92 | 91.59 | 91.74 | 92.44 | 93.26 | 92.09 | 92.16 | 90.88 | 92.09 | 91.87 | 90.86 | 92.74 | 92.88 | 93.30 | 94.26 | 91.81 | 93.79 | 92.47 | 93.27 | 92.02 | 92.56 | 93.84 |
| 239 | 372 | 72 | 0.01 | 64 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 91.59 | 90.62 | 92.84 | 92.45 | 91.91 | 93.71 | 90.52 | 90.91 | 92.81 | 91.35 | 92.29 | 92.69 | 92.25 | 92.39 | 91.81 | 90.65 | 92.28 | 92.08 | 91.52 | 93.39 | 93.23 | 92.49 | 93.36 | 92.49 | 92.77 | 91.41 |
| 244 | 372 | 72 | 0.01 | 32 | 0.00001 | 36 | 0.000000e+00 | 0.000000e+00 | 92.14 | 88.93 | 92.77 | 90.86 | 90.84 | 88.05 | 90.54 | 89.56 | 92.29 | 91.86 | 92.03 | 90.35 | 90.79 | 91.56 | 91.39 | 92.09 | 91.02 | 90.42 | 92.36 | 90.85 | 92.34 | 91.53 | 92.25 | 92.04 | 91.68 | 91.10 |
| 245 | 372 | 72 | 0.01 | 32 | 0.00001 | 36 | 0.000000e+00 | 1.000000e-08 | 90.46 | 91.68 | 90.53 | 90.65 | 88.26 | 90.49 | 89.61 | 89.38 | 91.41 | 89.16 | 91.52 | 88.94 | 90.56 | 91.35 | 90.49 | 91.12 | 91.22 | 90.15 | 91.29 | 91.16 | 90.83 | 91.62 | 92.42 | 90.39 | 92.41 | 90.76 |
| 246 | 372 | 72 | 0.01 | 32 | 0.00001 | 36 | 1.000000e-08 | 0.000000e+00 | 91.56 | 92.46 | 91.53 | 91.23 | 91.06 | 92.45 | 89.62 | 91.70 | 91.34 | 89.56 | 94.77 | 90.10 | 90.87 | 91.81 | 91.52 | 90.11 | 91.79 | 91.59 | 93.50 | 92.24 | 93.42 | 90.95 | 94.08 | 92.86 | 91.04 | 88.71 |
| 247 | 372 | 72 | 0.01 | 32 | 0.00001 | 36 | 1.000000e-08 | 1.000000e-08 | 90.62 | 92.39 | 93.26 | 91.03 | 90.57 | 90.73 | 91.89 | 91.32 | 93.15 | 93.62 | 93.43 | 89.95 | 92.92 | 92.86 | 92.67 | 92.01 | 91.03 | 93.44 | 91.62 | 92.90 | 91.62 | 91.18 | 93.14 | 92.30 | 90.76 | 90.73 |
| 252 | 372 | 72 | 0.01 | 48 | 0.00001 | 36 | 0.000000e+00 | 0.000000e+00 | 90.64 | 92.45 | 92.00 | 90.85 | 93.04 | 92.62 | 89.19 | 87.50 | 90.20 | 89.73 | 92.29 | 92.16 | 91.39 | 91.90 | 91.84 | 91.24 | 91.61 | 91.87 | 91.87 | 91.48 | 93.66 | 92.19 | 94.97 | 91.90 | 93.75 | 91.99 |
| 253 | 372 | 72 | 0.01 | 48 | 0.00001 | 36 | 0.000000e+00 | 1.000000e-08 | 92.15 | 90.47 | 91.82 | 89.75 | 89.23 | 93.19 | 92.15 | 93.34 | 91.80 | 92.51 | 92.01 | 91.10 | 92.37 | 91.86 | 91.47 | 92.56 | 91.72 | 91.68 | 94.73 | 92.32 | 92.77 | 92.47 | 92.53 | 94.09 | 93.48 | 92.43 |
| 254 | 372 | 72 | 0.01 | 48 | 0.00001 | 36 | 1.000000e-08 | 0.000000e+00 | 91.64 | 91.85 | 92.69 | 92.38 | 92.00 | 90.47 | 91.28 | 91.45 | 91.98 | 93.69 | 93.31 | 88.52 | 90.34 | 91.99 | 90.57 | 92.13 | 91.91 | 91.07 | 92.57 | 92.61 | 93.94 | 92.76 | 92.91 | 92.14 | 92.53 | 91.66 |
| 255 | 372 | 72 | 0.01 | 48 | 0.00001 | 36 | 1.000000e-08 | 1.000000e-08 | 92.51 | 92.19 | 90.60 | 91.98 | 93.99 | 93.35 | 92.89 | 89.02 | 91.35 | 91.94 | 93.53 | 92.89 | 91.29 | 91.43 | 93.40 | 91.10 | 91.43 | 93.98 | 92.89 | 91.02 | 94.01 | 92.31 | 94.19 | 93.29 | 92.34 | 91.87 |
| 260 | 372 | 72 | 0.01 | 64 | 0.00001 | 36 | 0.000000e+00 | 0.000000e+00 | 91.96 | 91.75 | 92.29 | 91.21 | 91.90 | 90.63 | 91.91 | 91.48 | 88.84 | 92.09 | 92.21 | 90.06 | 91.51 | 92.13 | 92.52 | 93.16 | 90.50 | 92.37 | 93.79 | 91.75 | 94.40 | 93.12 | 93.15 | 92.44 | 92.34 | 92.56 |
| 261 | 372 | 72 | 0.01 | 64 | 0.00001 | 36 | 0.000000e+00 | 1.000000e-08 | 92.85 | 93.01 | 93.15 | 91.87 | 91.74 | 92.20 | 92.32 | 92.93 | 93.06 | 90.60 | 91.94 | 92.88 | 92.44 | 91.81 | 92.09 | 91.96 | 90.94 | 90.80 | 91.62 | 90.61 | 93.23 | 93.18 | 93.11 | 93.04 | 94.31 | 92.12 |
| 262 | 372 | 72 | 0.01 | 64 | 0.00001 | 36 | 1.000000e-08 | 0.000000e+00 | 92.29 | 91.23 | 93.07 | 93.85 | 93.52 | 92.57 | 90.86 | 90.72 | 90.04 | 93.58 | 93.85 | 90.98 | 92.63 | 92.07 | 92.03 | 93.60 | 92.26 | 91.43 | 93.59 | 92.52 | 91.71 | 92.08 | 91.33 | 91.96 | 91.76 | 92.10 |
| 263 | 372 | 72 | 0.01 | 64 | 0.00001 | 36 | 1.000000e-08 | 1.000000e-08 | 91.79 | 91.90 | 93.66 | 93.36 | 92.46 | 92.34 | 91.32 | 91.05 | 93.50 | 92.49 | 92.88 | 91.17 | 91.43 | 91.45 | 90.57 | 91.03 | 91.44 | 92.37 | 92.49 | 93.35 | 92.73 | 93.61 | 93.09 | 93.08 | 91.54 | 93.27 |
| 268 | 372 | 72 | 0.01 | 32 | 0.00001 | 48 | 0.000000e+00 | 0.000000e+00 | 90.01 | 92.19 | 91.10 | 91.29 | 90.51 | 90.89 | 90.47 | 92.08 | 90.82 | 91.85 | 89.72 | 89.82 | 91.00 | 90.80 | 91.18 | 91.32 | 90.55 | 92.62 | 90.54 | 92.03 | 92.52 | 90.86 | 92.27 | 91.59 | 91.88 | 90.61 |
| 269 | 372 | 72 | 0.01 | 32 | 0.00001 | 48 | 0.000000e+00 | 1.000000e-08 | 91.52 | 90.68 | 90.02 | 91.18 | 90.66 | 91.55 | 91.54 | 91.93 | 89.70 | 92.80 | 91.61 | 88.37 | 91.38 | 93.64 | 92.95 | 92.39 | 91.01 | 92.86 | 93.59 | 92.43 | 91.31 | 91.04 | 93.90 | 92.43 | 93.59 | 89.50 |
| 270 | 372 | 72 | 0.01 | 32 | 0.00001 | 48 | 1.000000e-08 | 0.000000e+00 | 91.26 | 92.32 | 91.60 | 91.73 | 91.56 | 92.28 | 92.30 | 90.75 | 91.29 | 93.00 | 92.52 | 90.59 | 91.24 | 90.74 | 92.37 | 91.25 | 93.29 | 91.88 | 93.77 | 91.73 | 92.23 | 90.93 | 91.93 | 89.65 | 92.28 | 92.70 |
| 271 | 372 | 72 | 0.01 | 32 | 0.00001 | 48 | 1.000000e-08 | 1.000000e-08 | 93.57 | 88.61 | 91.86 | 89.27 | 89.99 | 92.27 | 87.52 | 89.50 | 92.27 | 90.08 | 91.58 | 90.90 | 90.39 | 93.49 | 91.64 | 93.40 | 92.54 | 92.05 | 92.27 | 92.09 | 90.50 | 91.32 | 93.26 | 91.24 | 90.74 | 90.59 |
| 276 | 372 | 72 | 0.01 | 48 | 0.00001 | 48 | 0.000000e+00 | 0.000000e+00 | 92.39 | 91.52 | 90.95 | 91.68 | 91.44 | 90.41 | 90.11 | 90.40 | 91.42 | 92.38 | 92.21 | 91.08 | 92.89 | 92.35 | 91.08 | 92.91 | 93.40 | 91.31 | 92.57 | 92.09 | 91.02 | 91.41 | 92.52 | 92.19 | 93.08 | 91.67 |
| 277 | 372 | 72 | 0.01 | 48 | 0.00001 | 48 | 0.000000e+00 | 1.000000e-08 | 91.37 | 93.18 | 90.99 | 91.89 | 91.62 | 92.71 | 91.66 | 91.64 | 90.84 | 91.49 | 94.25 | 90.53 | 91.97 | 91.80 | 91.59 | 92.18 | 94.18 | 93.36 | 92.60 | 91.41 | 93.27 | 93.28 | 92.46 | 92.84 | 92.49 | 91.66 |
| 278 | 372 | 72 | 0.01 | 48 | 0.00001 | 48 | 1.000000e-08 | 0.000000e+00 | 90.84 | 90.70 | 92.02 | 91.55 | 91.50 | 91.32 | 90.01 | 91.79 | 91.14 | 91.24 | 90.66 | 91.67 | 92.15 | 92.63 | 92.15 | 91.85 | 92.52 | 90.91 | 92.58 | 90.85 | 92.43 | 92.09 | 92.92 | 92.08 | 90.96 | 91.68 |
| 279 | 372 | 72 | 0.01 | 48 | 0.00001 | 48 | 1.000000e-08 | 1.000000e-08 | 91.00 | 93.04 | 91.92 | 91.44 | 92.82 | 92.40 | 92.86 | 92.16 | 90.74 | 92.70 | 92.59 | 92.26 | 92.14 | 92.56 | 92.06 | 92.60 | 92.81 | 90.84 | 93.58 | 92.52 | 92.51 | 92.12 | 93.43 | 91.87 | 93.37 | 92.46 |
| 284 | 372 | 72 | 0.01 | 64 | 0.00001 | 48 | 0.000000e+00 | 0.000000e+00 | 93.45 | 92.80 | 92.75 | 92.96 | 90.96 | 93.47 | 92.58 | 91.51 | 91.94 | 92.01 | 92.49 | 91.69 | 92.02 | 93.04 | 91.54 | 91.55 | 93.64 | 92.56 | 92.36 | 94.03 | 92.38 | 92.60 | 93.19 | 92.32 | 92.71 | 91.28 |
| 285 | 372 | 72 | 0.01 | 64 | 0.00001 | 48 | 0.000000e+00 | 1.000000e-08 | 92.06 | 92.83 | 93.47 | 90.75 | 91.95 | 90.74 | 93.55 | 90.80 | 92.76 | 91.60 | 91.49 | 92.55 | 89.04 | 91.16 | 88.97 | 90.68 | 92.52 | 90.86 | 91.91 | 91.09 | 94.13 | 92.74 | 93.25 | 91.75 | 93.16 | 92.29 |
| 286 | 372 | 72 | 0.01 | 64 | 0.00001 | 48 | 1.000000e-08 | 0.000000e+00 | 93.07 | 92.98 | 92.52 | 92.45 | 91.58 | 92.51 | 92.20 | 90.79 | 92.19 | 90.46 | 90.12 | 91.97 | 91.93 | 92.14 | 92.26 | 93.14 | 92.68 | 91.31 | 93.99 | 93.48 | 92.75 | 92.42 | 93.90 | 92.75 | 90.73 | 91.26 |
| 287 | 372 | 72 | 0.01 | 64 | 0.00001 | 48 | 1.000000e-08 | 1.000000e-08 | 92.79 | 93.44 | 90.93 | 93.25 | 89.92 | 90.33 | 92.96 | 94.11 | 93.27 | 93.15 | 93.68 | 93.92 | 92.83 | 93.81 | 92.84 | 90.81 | 90.34 | 92.61 | 92.47 | 92.67 | 92.98 | 93.46 | 94.32 | 93.06 | 93.09 | 90.86 |
The global mean maximum row:
| mAP_valid_abs_values | mAP_valid_abs_values_2 | mAP_valid_abs_values_3 | mAP_valid_abs_values_4 | mAP_valid_abs_values_5 | mAP_valid_abs_values_6 | mAP_valid_abs_values_7 | mAP_valid_abs_values_8 | mAP_valid_abs_values_9 | mAP_valid_abs_values_10 | mAP_valid_abs_values_11 | mAP_valid_abs_values_12 | mAP_valid_abs_values_13 | mAP_valid_abs_values_14 | mAP_valid_abs_values_15 | mAP_valid_abs_values_16 | mAP_valid_abs_values_17 | mAP_valid_abs_values_18 | mAP_valid_abs_values_19 | mAP_valid_abs_values_20 | mAP_valid_abs_values_21 | mAP_valid_abs_values_22 | mAP_valid_abs_values_23 | mAP_valid_abs_values_24 | mAP_valid_abs_values_25 | mAP_valid_abs_values_26 | average_map | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 229 | 90.68 | 90.01 | 89.35 | 88.92 | 91.07 | 90.45 | 90.15 | 89.36 | 89.59 | 89.66 | 89.84 | 90.80 | 91.02 | 90.70 | 91.44 | 90.52 | 90.31 | 89.47 | 90.64 | 90.59 | 90.48 | 91.11 | 90.57 | 90.50 | 90.62 | 90.21 | 90.310000 |
| 247 | 88.97 | 91.61 | 90.01 | 90.97 | 90.29 | 90.70 | 90.23 | 88.94 | 90.58 | 90.21 | 89.86 | 91.01 | 90.60 | 89.33 | 89.97 | 90.44 | 90.28 | 90.31 | 89.95 | 90.69 | 89.87 | 89.97 | 90.07 | 90.12 | 90.34 | 89.94 | 90.202308 |
| 159 | 90.33 | 90.42 | 89.20 | 88.49 | 88.59 | 90.37 | 90.37 | 90.60 | 90.16 | 89.77 | 90.09 | 89.77 | 90.79 | 88.76 | 90.47 | 90.14 | 91.71 | 91.09 | 90.23 | 91.58 | 89.69 | 90.80 | 90.50 | 89.50 | 90.89 | 90.93 | 90.201538 |
| 255 | 88.84 | 89.82 | 87.99 | 90.65 | 90.96 | 90.67 | 89.07 | 89.58 | 90.92 | 88.44 | 91.65 | 92.10 | 90.31 | 89.17 | 88.90 | 91.38 | 89.53 | 91.12 | 91.72 | 91.74 | 89.51 | 91.44 | 91.00 | 89.75 | 88.56 | 89.90 | 90.181538 |
| 230 | 90.01 | 88.23 | 89.97 | 89.78 | 90.77 | 90.56 | 90.55 | 89.16 | 89.92 | 90.58 | 90.81 | 90.03 | 89.69 | 90.94 | 89.10 | 90.59 | 90.90 | 90.70 | 89.64 | 90.81 | 90.40 | 91.58 | 90.34 | 89.70 | 89.83 | 89.56 | 90.159615 |
| 197 | 89.80 | 89.88 | 88.81 | 90.95 | 89.59 | 90.45 | 91.17 | 90.34 | 89.21 | 89.97 | 91.00 | 90.80 | 90.35 | 91.23 | 88.96 | 90.67 | 89.16 | 89.83 | 90.43 | 90.57 | 90.10 | 90.13 | 90.60 | 90.59 | 88.82 | 90.33 | 90.143846 |
| 231 | 90.37 | 90.11 | 90.68 | 91.50 | 89.12 | 90.62 | 89.62 | 90.79 | 89.31 | 89.90 | 90.85 | 91.04 | 89.46 | 90.72 | 87.90 | 91.57 | 89.47 | 89.77 | 90.45 | 90.15 | 90.68 | 89.89 | 89.38 | 91.03 | 89.60 | 89.53 | 90.135000 |
| 263 | 89.72 | 91.17 | 89.87 | 91.12 | 90.19 | 90.56 | 89.99 | 90.21 | 90.35 | 88.31 | 90.81 | 90.20 | 90.21 | 90.15 | 90.71 | 89.80 | 89.07 | 91.20 | 89.42 | 90.65 | 90.84 | 90.59 | 88.27 | 90.08 | 90.59 | 89.15 | 90.124231 |
| 172 | 89.15 | 90.69 | 89.72 | 90.82 | 90.02 | 90.46 | 88.73 | 89.57 | 89.59 | 89.64 | 89.78 | 91.18 | 90.73 | 88.97 | 89.96 | 90.66 | 91.49 | 90.00 | 92.24 | 90.70 | 89.62 | 90.10 | 88.99 | 89.22 | 89.94 | 90.94 | 90.111923 |
| 199 | 89.19 | 90.21 | 90.51 | 89.93 | 89.28 | 90.51 | 90.84 | 90.01 | 90.30 | 90.31 | 91.50 | 90.86 | 90.25 | 89.30 | 91.10 | 90.03 | 89.81 | 90.09 | 90.96 | 89.46 | 89.85 | 89.97 | 88.82 | 90.02 | 89.98 | 89.75 | 90.109231 |
Model performance on validation data (Mann-Whitney U Test)
Statistical Significance:
Using the global mean maximum row as the reference, we perform the right-tailed t-test to identify significant hyperparameters.
Code
pvalues_mw = []
pvalues_real_mw = []
for _,index in enumerate(dt_valid_sub.index):
_, p_value_mw = stats.mannwhitneyu(max_row[:-1], dt_valid_sub.loc[index][:-1], alternative='greater')#, method = 'asymptotic')
pvalues_real_mw.append(p_value_mw)
pvalues_mw.append((p_value_mw >= 0.05)*1)
dt_valid_sub_mw['pvalues_mw'] = pvalues_real_mw
dt_valid_sub_mw['sig_mw'] = pvalues_mw
dt_valid_sub_mw1 = dt_valid_sub_mw.query('sig_mw == 1')
max_indexx = dt_valid_sub_mw1.iloc[:, :-3].mean().idxmax()
#print(sum(pvalues),max_indexx)| input_size | output_size | learning_rate | batch_size | alpha | margin | l1_reg | l2_reg | mAP_valid_abs_values | mAP_valid_abs_values_2 | mAP_valid_abs_values_3 | mAP_valid_abs_values_4 | mAP_valid_abs_values_5 | mAP_valid_abs_values_6 | mAP_valid_abs_values_7 | mAP_valid_abs_values_8 | mAP_valid_abs_values_9 | mAP_valid_abs_values_10 | mAP_valid_abs_values_11 | mAP_valid_abs_values_12 | mAP_valid_abs_values_13 | mAP_valid_abs_values_14 | mAP_valid_abs_values_15 | mAP_valid_abs_values_16 | mAP_valid_abs_values_17 | mAP_valid_abs_values_18 | mAP_valid_abs_values_19 | mAP_valid_abs_values_20 | mAP_valid_abs_values_21 | mAP_valid_abs_values_22 | mAP_valid_abs_values_23 | mAP_valid_abs_values_24 | mAP_valid_abs_values_25 | mAP_valid_abs_values_26 | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 221 | 372 | 72 | 0.01 | 32 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 89.74 | 90.45 | 88.85 | 89.95 | 89.04 | 90.26 | 89.43 | 90.56 | 89.71 | 89.80 | 89.83 | 90.95 | 90.96 | 89.82 | 89.44 | 90.51 | 89.56 | 90.63 | 91.64 | 90.96 | 89.85 | 91.07 | 90.55 | 89.10 | 89.07 | 90.56 |
| 247 | 372 | 72 | 0.01 | 32 | 0.00001 | 36 | 1.000000e-08 | 1.000000e-08 | 88.97 | 91.61 | 90.01 | 90.97 | 90.29 | 90.70 | 90.23 | 88.94 | 90.58 | 90.21 | 89.86 | 91.01 | 90.60 | 89.33 | 89.97 | 90.44 | 90.28 | 90.31 | 89.95 | 90.69 | 89.87 | 89.97 | 90.07 | 90.12 | 90.34 | 89.94 |
| 269 | 372 | 72 | 0.01 | 32 | 0.00001 | 48 | 0.000000e+00 | 1.000000e-08 | 90.01 | 90.52 | 89.70 | 89.75 | 89.80 | 90.69 | 89.60 | 89.95 | 88.74 | 91.20 | 90.07 | 89.05 | 89.67 | 91.60 | 89.72 | 91.29 | 89.71 | 90.26 | 90.48 | 91.51 | 90.27 | 89.62 | 90.69 | 90.45 | 88.26 | 88.42 |
| 270 | 372 | 72 | 0.01 | 32 | 0.00001 | 48 | 1.000000e-08 | 0.000000e+00 | 89.88 | 91.12 | 89.95 | 89.46 | 89.00 | 91.01 | 90.64 | 90.48 | 89.94 | 90.50 | 89.75 | 90.60 | 89.85 | 88.81 | 90.57 | 89.63 | 89.71 | 90.43 | 91.62 | 91.21 | 89.14 | 89.84 | 89.43 | 86.98 | 90.20 | 88.96 |
| 151 | 372 | 72 | 0.01 | 32 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 90.04 | 91.44 | 90.42 | 89.70 | 89.41 | 89.86 | 88.96 | 90.09 | 88.41 | 89.66 | 90.66 | 90.26 | 89.84 | 90.03 | 90.13 | 90.36 | 89.21 | 90.23 | 91.32 | 90.39 | 89.79 | 90.99 | 90.09 | 89.84 | 90.84 | 88.80 |
| 172 | 372 | 72 | 0.01 | 32 | 0.00100 | 36 | 0.000000e+00 | 0.000000e+00 | 89.15 | 90.69 | 89.72 | 90.82 | 90.02 | 90.46 | 88.73 | 89.57 | 89.59 | 89.64 | 89.78 | 91.18 | 90.73 | 88.97 | 89.96 | 90.66 | 91.49 | 90.00 | 92.24 | 90.70 | 89.62 | 90.10 | 88.99 | 89.22 | 89.94 | 90.94 |
| 174 | 372 | 72 | 0.01 | 32 | 0.00100 | 36 | 1.000000e-08 | 0.000000e+00 | 88.85 | 89.49 | 89.09 | 89.68 | 90.09 | 88.99 | 90.12 | 89.71 | 90.09 | 90.22 | 90.21 | 91.22 | 90.23 | 91.68 | 89.41 | 88.78 | 91.37 | 90.26 | 90.19 | 90.57 | 89.55 | 90.99 | 90.33 | 89.72 | 91.36 | 89.88 |
| 197 | 372 | 72 | 0.01 | 32 | 0.00100 | 48 | 0.000000e+00 | 1.000000e-08 | 89.80 | 89.88 | 88.81 | 90.95 | 89.59 | 90.45 | 91.17 | 90.34 | 89.21 | 89.97 | 91.00 | 90.80 | 90.35 | 91.23 | 88.96 | 90.67 | 89.16 | 89.83 | 90.43 | 90.57 | 90.10 | 90.13 | 90.60 | 90.59 | 88.82 | 90.33 |
| 199 | 372 | 72 | 0.01 | 32 | 0.00100 | 48 | 1.000000e-08 | 1.000000e-08 | 89.19 | 90.21 | 90.51 | 89.93 | 89.28 | 90.51 | 90.84 | 90.01 | 90.30 | 90.31 | 91.50 | 90.86 | 90.25 | 89.30 | 91.10 | 90.03 | 89.81 | 90.09 | 90.96 | 89.46 | 89.85 | 89.97 | 88.82 | 90.02 | 89.98 | 89.75 |
| 229 | 372 | 72 | 0.01 | 48 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 90.68 | 90.01 | 89.35 | 88.92 | 91.07 | 90.45 | 90.15 | 89.36 | 89.59 | 89.66 | 89.84 | 90.80 | 91.02 | 90.70 | 91.44 | 90.52 | 90.31 | 89.47 | 90.64 | 90.59 | 90.48 | 91.11 | 90.57 | 90.50 | 90.62 | 90.21 |
| 230 | 372 | 72 | 0.01 | 48 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 90.01 | 88.23 | 89.97 | 89.78 | 90.77 | 90.56 | 90.55 | 89.16 | 89.92 | 90.58 | 90.81 | 90.03 | 89.69 | 90.94 | 89.10 | 90.59 | 90.90 | 90.70 | 89.64 | 90.81 | 90.40 | 91.58 | 90.34 | 89.70 | 89.83 | 89.56 |
| 231 | 372 | 72 | 0.01 | 48 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 90.37 | 90.11 | 90.68 | 91.50 | 89.12 | 90.62 | 89.62 | 90.79 | 89.31 | 89.90 | 90.85 | 91.04 | 89.46 | 90.72 | 87.90 | 91.57 | 89.47 | 89.77 | 90.45 | 90.15 | 90.68 | 89.89 | 89.38 | 91.03 | 89.60 | 89.53 |
| 255 | 372 | 72 | 0.01 | 48 | 0.00001 | 36 | 1.000000e-08 | 1.000000e-08 | 88.84 | 89.82 | 87.99 | 90.65 | 90.96 | 90.67 | 89.07 | 89.58 | 90.92 | 88.44 | 91.65 | 92.10 | 90.31 | 89.17 | 88.90 | 91.38 | 89.53 | 91.12 | 91.72 | 91.74 | 89.51 | 91.44 | 91.00 | 89.75 | 88.56 | 89.90 |
| 159 | 372 | 72 | 0.01 | 48 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 90.33 | 90.42 | 89.20 | 88.49 | 88.59 | 90.37 | 90.37 | 90.60 | 90.16 | 89.77 | 90.09 | 89.77 | 90.79 | 88.76 | 90.47 | 90.14 | 91.71 | 91.09 | 90.23 | 91.58 | 89.69 | 90.80 | 90.50 | 89.50 | 90.89 | 90.93 |
| 180 | 372 | 72 | 0.01 | 48 | 0.00100 | 36 | 0.000000e+00 | 0.000000e+00 | 90.16 | 90.41 | 89.91 | 89.75 | 90.41 | 90.06 | 90.68 | 88.93 | 88.77 | 89.90 | 89.92 | 90.10 | 90.71 | 90.23 | 89.11 | 89.57 | 89.60 | 91.29 | 89.82 | 89.94 | 90.88 | 89.27 | 90.86 | 90.13 | 89.94 | 90.70 |
| 181 | 372 | 72 | 0.01 | 48 | 0.00100 | 36 | 0.000000e+00 | 1.000000e-08 | 88.79 | 90.53 | 87.73 | 88.90 | 88.87 | 90.62 | 89.49 | 89.80 | 90.03 | 90.60 | 90.84 | 91.26 | 91.17 | 89.33 | 90.48 | 91.12 | 88.95 | 89.44 | 90.62 | 91.39 | 90.58 | 90.80 | 91.27 | 88.29 | 91.24 | 89.71 |
| 183 | 372 | 72 | 0.01 | 48 | 0.00100 | 36 | 1.000000e-08 | 1.000000e-08 | 88.96 | 90.88 | 90.44 | 91.16 | 90.04 | 90.42 | 91.18 | 89.80 | 89.92 | 88.43 | 90.24 | 90.37 | 90.73 | 89.40 | 89.13 | 90.13 | 89.64 | 90.94 | 90.57 | 90.90 | 90.58 | 89.48 | 91.64 | 88.58 | 88.70 | 89.41 |
| 207 | 372 | 72 | 0.01 | 48 | 0.00100 | 48 | 1.000000e-08 | 1.000000e-08 | 89.40 | 91.54 | 89.40 | 90.26 | 88.93 | 89.94 | 89.54 | 91.10 | 90.03 | 88.79 | 90.31 | 89.64 | 89.57 | 89.20 | 89.86 | 90.81 | 89.75 | 89.74 | 91.23 | 89.73 | 89.57 | 91.34 | 90.20 | 87.78 | 91.38 | 89.94 |
| 239 | 372 | 72 | 0.01 | 64 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 88.93 | 89.53 | 89.18 | 90.18 | 88.79 | 91.77 | 88.70 | 89.01 | 89.47 | 90.50 | 90.70 | 90.82 | 89.61 | 88.62 | 90.04 | 90.69 | 89.09 | 90.86 | 90.27 | 90.94 | 90.69 | 91.52 | 89.23 | 92.00 | 91.02 | 88.55 |
| 262 | 372 | 72 | 0.01 | 64 | 0.00001 | 36 | 1.000000e-08 | 0.000000e+00 | 89.59 | 89.57 | 89.07 | 89.20 | 89.22 | 90.44 | 89.93 | 89.56 | 88.78 | 91.07 | 90.31 | 91.09 | 90.78 | 89.73 | 89.06 | 90.20 | 90.39 | 90.52 | 91.57 | 91.35 | 90.54 | 90.69 | 88.97 | 90.16 | 88.51 | 89.31 |
| 263 | 372 | 72 | 0.01 | 64 | 0.00001 | 36 | 1.000000e-08 | 1.000000e-08 | 89.72 | 91.17 | 89.87 | 91.12 | 90.19 | 90.56 | 89.99 | 90.21 | 90.35 | 88.31 | 90.81 | 90.20 | 90.21 | 90.15 | 90.71 | 89.80 | 89.07 | 91.20 | 89.42 | 90.65 | 90.84 | 90.59 | 88.27 | 90.08 | 90.59 | 89.15 |
| 287 | 372 | 72 | 0.01 | 64 | 0.00001 | 48 | 1.000000e-08 | 1.000000e-08 | 90.08 | 89.81 | 89.81 | 91.33 | 87.28 | 90.41 | 90.52 | 90.23 | 89.32 | 89.42 | 90.76 | 91.13 | 89.39 | 90.16 | 89.00 | 90.80 | 90.43 | 90.44 | 89.74 | 90.27 | 90.74 | 90.44 | 90.39 | 90.25 | 89.85 | 89.68 |
| 188 | 372 | 72 | 0.01 | 64 | 0.00100 | 36 | 0.000000e+00 | 0.000000e+00 | 89.87 | 90.40 | 88.77 | 89.89 | 89.31 | 89.97 | 90.10 | 89.78 | 90.08 | 90.87 | 90.66 | 90.51 | 90.96 | 89.68 | 89.75 | 89.19 | 90.34 | 89.65 | 91.34 | 90.92 | 89.95 | 91.03 | 88.48 | 91.01 | 89.19 | 90.08 |
| 190 | 372 | 72 | 0.01 | 64 | 0.00100 | 36 | 1.000000e-08 | 0.000000e+00 | 89.52 | 89.80 | 88.55 | 88.84 | 89.58 | 91.20 | 90.16 | 89.91 | 88.66 | 89.17 | 91.17 | 89.69 | 89.40 | 88.94 | 89.30 | 90.39 | 88.60 | 88.93 | 90.55 | 91.42 | 91.85 | 91.48 | 90.25 | 88.85 | 91.75 | 90.84 |
| 214 | 372 | 72 | 0.01 | 64 | 0.00100 | 48 | 1.000000e-08 | 0.000000e+00 | 90.51 | 89.79 | 88.40 | 89.94 | 90.45 | 91.13 | 90.24 | 89.21 | 89.78 | 88.69 | 91.41 | 88.78 | 89.68 | 88.92 | 88.95 | 91.00 | 88.42 | 90.16 | 90.17 | 90.16 | 89.93 | 91.03 | 90.11 | 90.04 | 91.57 | 90.76 |
Size of the All data: (144, 29)
Size of the Sig data: (25, 34)
Code
####################################################
# Use the hyperparameters to the test data.
####################################################
optimal_params_mw1 = dt_valid.loc[dt_valid_sub_mw1.index][['input_size', 'output_size', 'learning_rate', 'batch_size', 'alpha', 'margin', 'l1_reg', 'l2_reg']]
optimal_params_mw = optimal_params_mw1.reset_index()
optimal_params_mw.drop(['index'], axis=1, inplace = True)
#rotation invariance test data with optimal parameters
test_data_mw1 = pd.merge(optimal_params_mw, dt_test, on=['input_size', 'output_size', 'learning_rate', 'batch_size', 'alpha', 'margin', 'l1_reg', 'l2_reg'])
test_data_1_sub_mw = test_data_mw1[list(test_data_mw1.columns[test_data_mw1.columns.str.startswith('mAP_test')])]Equivalent test data
| input_size | output_size | learning_rate | batch_size | alpha | margin | l1_reg | l2_reg | mAP_test_abs_values | mAP_test_abs_values_2 | mAP_test_abs_values_3 | mAP_test_abs_values_4 | mAP_test_abs_values_5 | mAP_test_abs_values_6 | mAP_test_abs_values_7 | mAP_test_abs_values_8 | mAP_test_abs_values_9 | mAP_test_abs_values_10 | mAP_test_abs_values_11 | mAP_test_abs_values_12 | mAP_test_abs_values_13 | mAP_test_abs_values_14 | mAP_test_abs_values_15 | mAP_test_abs_values_16 | mAP_test_abs_values_17 | mAP_test_abs_values_18 | mAP_test_abs_values_19 | mAP_test_abs_values_20 | mAP_test_abs_values_21 | mAP_test_abs_values_22 | mAP_test_abs_values_23 | mAP_test_abs_values_24 | mAP_test_abs_values_25 | mAP_test_abs_values_26 | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 10 | 372 | 72 | 0.01 | 32 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 90.11 | 90.38 | 92.98 | 89.36 | 89.26 | 91.85 | 89.97 | 89.99 | 90.02 | 92.32 | 90.88 | 88.88 | 90.01 | 91.49 | 91.47 | 91.12 | 93.33 | 90.95 | 93.13 | 90.91 | 90.79 | 91.07 | 90.64 | 92.23 | 91.75 | 91.59 |
| 1 | 372 | 72 | 0.01 | 32 | 0.00001 | 36 | 1.000000e-08 | 1.000000e-08 | 90.62 | 92.39 | 93.26 | 91.03 | 90.57 | 90.73 | 91.89 | 91.32 | 93.15 | 93.62 | 93.43 | 89.95 | 92.92 | 92.86 | 92.67 | 92.01 | 91.03 | 93.44 | 91.62 | 92.90 | 91.62 | 91.18 | 93.14 | 92.30 | 90.76 | 90.73 |
| 17 | 372 | 72 | 0.01 | 32 | 0.00001 | 48 | 0.000000e+00 | 1.000000e-08 | 91.52 | 90.68 | 90.02 | 91.18 | 90.66 | 91.55 | 91.54 | 91.93 | 89.70 | 92.80 | 91.61 | 88.37 | 91.38 | 93.64 | 92.95 | 92.39 | 91.01 | 92.86 | 93.59 | 92.43 | 91.31 | 91.04 | 93.90 | 92.43 | 93.59 | 89.50 |
| 24 | 372 | 72 | 0.01 | 32 | 0.00001 | 48 | 1.000000e-08 | 0.000000e+00 | 91.26 | 92.32 | 91.60 | 91.73 | 91.56 | 92.28 | 92.30 | 90.75 | 91.29 | 93.00 | 92.52 | 90.59 | 91.24 | 90.74 | 92.37 | 91.25 | 93.29 | 91.88 | 93.77 | 91.73 | 92.23 | 90.93 | 91.93 | 89.65 | 92.28 | 92.70 |
| 18 | 372 | 72 | 0.01 | 32 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 90.73 | 93.89 | 92.98 | 92.58 | 91.90 | 89.01 | 89.89 | 91.21 | 90.70 | 90.68 | 93.20 | 90.13 | 90.65 | 92.07 | 91.38 | 90.67 | 89.95 | 92.13 | 93.38 | 93.65 | 92.56 | 91.09 | 92.40 | 91.03 | 92.66 | 90.62 |
| 8 | 372 | 72 | 0.01 | 32 | 0.00100 | 36 | 0.000000e+00 | 0.000000e+00 | 90.63 | 92.12 | 92.46 | 91.23 | 91.86 | 90.95 | 90.52 | 90.44 | 92.77 | 91.12 | 92.32 | 90.48 | 91.34 | 90.22 | 92.17 | 91.01 | 91.36 | 91.12 | 93.41 | 91.24 | 92.08 | 91.77 | 91.90 | 91.71 | 91.59 | 91.83 |
| 11 | 372 | 72 | 0.01 | 32 | 0.00100 | 36 | 1.000000e-08 | 0.000000e+00 | 91.10 | 89.79 | 90.89 | 90.62 | 91.31 | 89.82 | 93.19 | 89.69 | 91.55 | 91.75 | 92.20 | 89.90 | 93.36 | 91.46 | 89.74 | 91.71 | 90.67 | 92.40 | 93.20 | 89.64 | 90.87 | 91.27 | 90.63 | 91.39 | 91.22 | 90.81 |
| 5 | 372 | 72 | 0.01 | 32 | 0.00100 | 48 | 0.000000e+00 | 1.000000e-08 | 89.53 | 90.06 | 91.10 | 92.58 | 91.79 | 89.78 | 93.07 | 92.70 | 90.40 | 92.26 | 90.96 | 91.40 | 91.83 | 92.66 | 91.82 | 91.37 | 93.45 | 89.96 | 93.19 | 90.54 | 91.71 | 92.65 | 92.79 | 91.38 | 91.47 | 91.27 |
| 9 | 372 | 72 | 0.01 | 32 | 0.00100 | 48 | 1.000000e-08 | 1.000000e-08 | 93.00 | 93.32 | 91.32 | 91.62 | 90.62 | 90.18 | 92.09 | 91.88 | 90.89 | 91.33 | 92.61 | 90.67 | 90.95 | 93.94 | 92.19 | 91.78 | 89.86 | 91.49 | 92.11 | 90.09 | 93.03 | 91.21 | 92.22 | 91.57 | 93.28 | 90.84 |
| 0 | 372 | 72 | 0.01 | 48 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 92.11 | 89.64 | 92.45 | 91.50 | 90.53 | 91.32 | 93.34 | 90.54 | 92.44 | 92.11 | 89.80 | 88.41 | 91.35 | 93.82 | 90.87 | 93.29 | 92.32 | 91.82 | 92.57 | 90.39 | 93.79 | 92.32 | 94.17 | 92.75 | 92.89 | 93.21 |
| 4 | 372 | 72 | 0.01 | 48 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 91.36 | 93.18 | 93.87 | 92.13 | 91.26 | 91.33 | 91.52 | 90.16 | 89.27 | 92.66 | 92.18 | 92.98 | 91.83 | 93.29 | 90.85 | 93.08 | 92.50 | 92.08 | 91.07 | 92.74 | 93.50 | 93.41 | 94.53 | 92.27 | 91.96 | 89.96 |
| 6 | 372 | 72 | 0.01 | 48 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 90.81 | 90.94 | 92.28 | 90.80 | 91.99 | 90.04 | 91.09 | 91.57 | 91.56 | 93.43 | 93.46 | 91.87 | 90.42 | 92.81 | 89.56 | 91.88 | 92.21 | 92.31 | 93.21 | 92.08 | 93.22 | 92.72 | 92.54 | 92.17 | 92.18 | 91.56 |
| 3 | 372 | 72 | 0.01 | 48 | 0.00001 | 36 | 1.000000e-08 | 1.000000e-08 | 92.51 | 92.19 | 90.60 | 91.98 | 93.99 | 93.35 | 92.89 | 89.02 | 91.35 | 91.94 | 93.53 | 92.89 | 91.29 | 91.43 | 93.40 | 91.10 | 91.43 | 93.98 | 92.89 | 91.02 | 94.01 | 92.31 | 94.19 | 93.29 | 92.34 | 91.87 |
| 2 | 372 | 72 | 0.01 | 48 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 90.66 | 91.60 | 91.95 | 91.45 | 90.04 | 90.07 | 89.59 | 87.75 | 92.32 | 92.11 | 92.23 | 90.42 | 93.20 | 90.54 | 91.52 | 90.85 | 91.90 | 91.96 | 93.39 | 91.89 | 92.76 | 93.19 | 91.71 | 91.68 | 92.56 | 90.49 |
| 16 | 372 | 72 | 0.01 | 48 | 0.00100 | 36 | 0.000000e+00 | 0.000000e+00 | 90.58 | 94.58 | 90.74 | 92.10 | 91.84 | 90.30 | 89.43 | 92.03 | 90.74 | 93.14 | 90.05 | 88.96 | 91.23 | 92.46 | 92.05 | 92.35 | 92.84 | 93.16 | 92.10 | 90.37 | 93.01 | 93.24 | 94.28 | 91.29 | 92.33 | 90.74 |
| 12 | 372 | 72 | 0.01 | 48 | 0.00100 | 36 | 0.000000e+00 | 1.000000e-08 | 91.19 | 91.90 | 90.71 | 92.58 | 91.55 | 89.97 | 92.02 | 93.03 | 91.26 | 92.53 | 93.20 | 91.38 | 93.49 | 92.04 | 90.79 | 91.37 | 92.02 | 92.54 | 91.34 | 89.63 | 92.78 | 92.44 | 93.12 | 92.57 | 92.06 | 91.41 |
| 15 | 372 | 72 | 0.01 | 48 | 0.00100 | 36 | 1.000000e-08 | 1.000000e-08 | 92.28 | 90.30 | 92.49 | 91.27 | 91.39 | 91.73 | 91.96 | 92.78 | 92.26 | 92.55 | 94.71 | 90.47 | 93.09 | 92.98 | 93.20 | 91.19 | 91.61 | 94.20 | 93.78 | 92.51 | 94.49 | 91.05 | 93.48 | 91.79 | 92.01 | 92.61 |
| 22 | 372 | 72 | 0.01 | 48 | 0.00100 | 48 | 1.000000e-08 | 1.000000e-08 | 92.78 | 92.16 | 92.95 | 91.91 | 90.69 | 90.95 | 90.70 | 93.82 | 91.34 | 90.42 | 93.84 | 92.02 | 91.27 | 93.04 | 91.49 | 91.62 | 91.69 | 91.65 | 92.55 | 91.27 | 91.36 | 93.17 | 93.13 | 92.00 | 93.79 | 92.06 |
| 19 | 372 | 72 | 0.01 | 64 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 91.59 | 90.62 | 92.84 | 92.45 | 91.91 | 93.71 | 90.52 | 90.91 | 92.81 | 91.35 | 92.29 | 92.69 | 92.25 | 92.39 | 91.81 | 90.65 | 92.28 | 92.08 | 91.52 | 93.39 | 93.23 | 92.49 | 93.36 | 92.49 | 92.77 | 91.41 |
| 20 | 372 | 72 | 0.01 | 64 | 0.00001 | 36 | 1.000000e-08 | 0.000000e+00 | 92.29 | 91.23 | 93.07 | 93.85 | 93.52 | 92.57 | 90.86 | 90.72 | 90.04 | 93.58 | 93.85 | 90.98 | 92.63 | 92.07 | 92.03 | 93.60 | 92.26 | 91.43 | 93.59 | 92.52 | 91.71 | 92.08 | 91.33 | 91.96 | 91.76 | 92.10 |
| 7 | 372 | 72 | 0.01 | 64 | 0.00001 | 36 | 1.000000e-08 | 1.000000e-08 | 91.79 | 91.90 | 93.66 | 93.36 | 92.46 | 92.34 | 91.32 | 91.05 | 93.50 | 92.49 | 92.88 | 91.17 | 91.43 | 91.45 | 90.57 | 91.03 | 91.44 | 92.37 | 92.49 | 93.35 | 92.73 | 93.61 | 93.09 | 93.08 | 91.54 | 93.27 |
| 14 | 372 | 72 | 0.01 | 64 | 0.00001 | 48 | 1.000000e-08 | 1.000000e-08 | 92.79 | 93.44 | 90.93 | 93.25 | 89.92 | 90.33 | 92.96 | 94.11 | 93.27 | 93.15 | 93.68 | 93.92 | 92.83 | 93.81 | 92.84 | 90.81 | 90.34 | 92.61 | 92.47 | 92.67 | 92.98 | 93.46 | 94.32 | 93.06 | 93.09 | 90.86 |
| 13 | 372 | 72 | 0.01 | 64 | 0.00100 | 36 | 0.000000e+00 | 0.000000e+00 | 91.92 | 92.49 | 93.47 | 90.62 | 92.58 | 91.31 | 92.68 | 92.41 | 91.50 | 93.82 | 93.30 | 92.30 | 93.12 | 92.23 | 90.30 | 91.20 | 93.60 | 91.10 | 92.69 | 93.65 | 93.84 | 93.48 | 93.67 | 93.17 | 93.06 | 93.28 |
| 23 | 372 | 72 | 0.01 | 64 | 0.00100 | 36 | 1.000000e-08 | 0.000000e+00 | 91.78 | 93.04 | 92.07 | 90.98 | 93.04 | 92.63 | 92.60 | 92.50 | 91.98 | 92.80 | 91.28 | 90.82 | 90.41 | 91.69 | 91.56 | 92.19 | 92.31 | 91.50 | 91.84 | 92.03 | 93.36 | 93.81 | 92.84 | 92.67 | 92.08 | 93.13 |
| 21 | 372 | 72 | 0.01 | 64 | 0.00100 | 48 | 1.000000e-08 | 0.000000e+00 | 90.98 | 93.96 | 92.91 | 92.96 | 91.70 | 90.61 | 91.96 | 91.86 | 90.85 | 92.31 | 93.52 | 91.10 | 90.82 | 92.07 | 91.59 | 92.31 | 94.02 | 93.11 | 93.10 | 92.21 | 93.35 | 92.33 | 94.52 | 92.28 | 90.86 | 93.15 |
Size of the test data: (25, 34)
Average & Std Deviation of the Significant rows:
| mean | std | |
|---|---|---|
| mAP_valid_abs_values_20 | 90.7440 | 0.589710 |
| mAP_valid_abs_values_19 | 90.6724 | 0.742262 |
| mAP_valid_abs_values_22 | 90.6068 | 0.690173 |
| mAP_valid_abs_values_12 | 90.5304 | 0.751429 |
| mAP_valid_abs_values_11 | 90.5212 | 0.566997 |
| mAP_valid_abs_values_6 | 90.4848 | 0.519303 |
| mAP_valid_abs_values_16 | 90.4108 | 0.666558 |
| mAP_valid_abs_values_2 | 90.2972 | 0.763307 |
| mAP_valid_abs_values_18 | 90.2944 | 0.607866 |
| mAP_valid_abs_values_13 | 90.2384 | 0.580529 |
| mAP_valid_abs_values_21 | 90.1980 | 0.597467 |
| mAP_valid_abs_values_25 | 90.0820 | 1.045243 |
| mAP_valid_abs_values_4 | 90.0448 | 0.839882 |
| mAP_valid_abs_values_23 | 90.0412 | 0.873123 |
| mAP_valid_abs_values_7 | 90.0004 | 0.694835 |
| mAP_valid_abs_values_8 | 89.8672 | 0.587505 |
| mAP_valid_abs_values_17 | 89.8600 | 0.861239 |
| mAP_valid_abs_values_26 | 89.8336 | 0.726429 |
| mAP_valid_abs_values_10 | 89.8244 | 0.826403 |
| mAP_valid_abs_values_14 | 89.8168 | 0.902394 |
| mAP_valid_abs_values_24 | 89.7476 | 1.073419 |
| mAP_valid_abs_values_15 | 89.6984 | 0.808026 |
| mAP_valid_abs_values_9 | 89.6664 | 0.642138 |
| mAP_valid_abs_values | 89.6556 | 0.570483 |
| mAP_valid_abs_values_5 | 89.6040 | 0.854981 |
| mAP_valid_abs_values_3 | 89.4152 | 0.781841 |
We then apply the hyperparameters to the test set and average the results.
Code
####################################################
# Use the hyperparameters to the test data.
####################################################
optimal_params = dt_valid.loc[dt_valid_sub_mw1.index][['input_size', 'output_size', 'learning_rate', 'batch_size', 'alpha', 'margin', 'l1_reg', 'l2_reg']].reset_index()
optimal_params.drop(['index'], axis=1, inplace = True)
optimal_params.to_csv('optimal_params_72bit.csv',index=False)
#rotation invariance test data with optimal parameters
test_data_1 = pd.merge(optimal_params, dt_test, how='left')
test_data_1_sub = test_data_1[list(test_data_1.columns[test_data_1.columns.str.startswith('mAP_test')])]
test_data_1['average_map'] = test_data_1_sub.apply(np.mean, axis=1)
test_data_1.sort_values(by=['average_map'], ascending= False,inplace=True)| mean | std | |
|---|---|---|
| mAP_test_abs_values_23 | 92.9532 | 1.148991 |
| mAP_test_abs_values_19 | 92.7200 | 0.793431 |
| mAP_test_abs_values_21 | 92.6528 | 1.003579 |
| mAP_test_abs_values_11 | 92.5412 | 1.231998 |
| mAP_test_abs_values_10 | 92.3708 | 0.900069 |
| mAP_test_abs_values_22 | 92.2928 | 0.970187 |
| mAP_test_abs_values_14 | 92.2880 | 1.022684 |
| mAP_test_abs_values_25 | 92.2352 | 0.790749 |
| mAP_test_abs_values_18 | 92.1652 | 0.966304 |
| mAP_test_abs_values_3 | 92.1440 | 1.092894 |
| mAP_test_abs_values_24 | 92.0884 | 0.799821 |
| mAP_test_abs_values_17 | 91.9488 | 1.117826 |
| average_map | 91.9274 | 0.407561 |
| mAP_test_abs_values_2 | 91.9248 | 1.385406 |
| mAP_test_abs_values_4 | 91.8048 | 1.016908 |
| mAP_test_abs_values_20 | 91.7940 | 1.229349 |
| mAP_test_abs_values_13 | 91.7736 | 1.036826 |
| mAP_test_abs_values_16 | 91.6732 | 0.814109 |
| mAP_test_abs_values_15 | 91.6476 | 1.004226 |
| mAP_test_abs_values_26 | 91.6400 | 1.088673 |
| mAP_test_abs_values_7 | 91.5960 | 1.172870 |
| mAP_test_abs_values_5 | 91.5176 | 1.106218 |
| mAP_test_abs_values_9 | 91.4784 | 1.144730 |
| mAP_test_abs_values | 91.4368 | 0.889610 |
| mAP_test_abs_values_8 | 91.3668 | 1.460464 |
| mAP_test_abs_values_6 | 91.1484 | 1.194898 |
| mAP_test_abs_values_12 | 90.9100 | 1.429612 |
Code
def extract_number(text):
if isinstance(text, str):
matches = re.findall(r'\d+', text)
return int(matches[0]) if matches else 1
return 1
res_valid_mwu_72['id'] = res_valid_mwu_72.index.to_series().apply(extract_number)
res_test_mwu_72['id'] = res_test_mwu_72.index.to_series().apply(extract_number)
res_comb = pd.concat([res_valid_mwu_72,res_test_mwu_72])
index_series = res_comb.index.to_series()
res_comb['type'] = np.where(
index_series.str.contains('valid', case=False), 'valid',
np.where(index_series.str.contains('test', case=False), 'test', 'unknown')
)
res_comb = res_comb.query("type !='unknown'")
res_comb = res_comb.reset_index(drop=True)
res_test_mwu_72 = res_test_mwu_72.sort_values(by=['id']).reset_index().query("index !='average_map'")
res_valid_mwu_72 = res_valid_mwu_72.reset_index(drop=True)
res_valid_mwu_72.columns = ['valid_score', 'std', 'id']
res_valid_mwu_72 = res_valid_mwu_72[['valid_score', 'id']]
res_test_mwu_72.columns = ['label2', 'test_score', 'std', 'id']
res_test_mwu_72 = res_test_mwu_72[['test_score', 'id']]
result_merged_mwu_72 = pd.merge(res_valid_mwu_72,res_test_mwu_72,on='id')
result_merged_mwu_72.sort_values(by=['valid_score'], ascending=False,inplace=True)
result_merged_mwu_72 = result_merged_mwu_72[['id','valid_score','test_score']]
html_table = result_merged_mwu_72.to_html(index=True)
# Wrap in a scrollable div
scrollable_table = f"""
<div style="height: 500px; width: 100%; overflow-x: auto; overflow-y: auto;">
{html_table}
</div>
"""
# Display the scrollable table
display(HTML(scrollable_table))| id | valid_score | test_score | |
|---|---|---|---|
| 0 | 20 | 90.7440 | 91.7940 |
| 1 | 19 | 90.6724 | 92.7200 |
| 2 | 22 | 90.6068 | 92.2928 |
| 3 | 12 | 90.5304 | 90.9100 |
| 4 | 11 | 90.5212 | 92.5412 |
| 5 | 6 | 90.4848 | 91.1484 |
| 6 | 16 | 90.4108 | 91.6732 |
| 7 | 2 | 90.2972 | 91.9248 |
| 8 | 18 | 90.2944 | 92.1652 |
| 9 | 13 | 90.2384 | 91.7736 |
| 10 | 21 | 90.1980 | 92.6528 |
| 11 | 25 | 90.0820 | 92.2352 |
| 12 | 4 | 90.0448 | 91.8048 |
| 13 | 23 | 90.0412 | 92.9532 |
| 14 | 7 | 90.0004 | 91.5960 |
| 15 | 8 | 89.8672 | 91.3668 |
| 16 | 17 | 89.8600 | 91.9488 |
| 17 | 26 | 89.8336 | 91.6400 |
| 18 | 10 | 89.8244 | 92.3708 |
| 19 | 14 | 89.8168 | 92.2880 |
| 20 | 24 | 89.7476 | 92.0884 |
| 21 | 15 | 89.6984 | 91.6476 |
| 22 | 9 | 89.6664 | 91.4784 |
| 23 | 1 | 89.6556 | 91.4368 |
| 24 | 5 | 89.6040 | 91.5176 |
| 25 | 3 | 89.4152 | 92.1440 |
Code
result_merged_mwu_8_best = result_merged_mwu_8.describe().iloc[1:2].reset_index()[['valid_score', 'test_score']]
result_merged_mwu_8_best['bit'] = 8
result_merged_mwu_16_best = result_merged_mwu_16.describe().iloc[1:2].reset_index()[['valid_score', 'test_score']]
result_merged_mwu_16_best['bit'] = 16
result_merged_mwu_24_best = result_merged_mwu_24.describe().iloc[1:2].reset_index()[['valid_score', 'test_score']]
result_merged_mwu_24_best['bit'] = 24
result_merged_mwu_32_best = result_merged_mwu_32.describe().iloc[1:2].reset_index()[['valid_score', 'test_score']]
result_merged_mwu_32_best['bit'] = 32
result_merged_mwu_40_best = result_merged_mwu_40.describe().iloc[1:2].reset_index()[['valid_score', 'test_score']]
result_merged_mwu_40_best['bit'] = 40
result_merged_mwu_48_best = result_merged_mwu_48.describe().iloc[1:2].reset_index()[['valid_score', 'test_score']]
result_merged_mwu_48_best['bit'] = 48
result_merged_mwu_56_best = result_merged_mwu_56.describe().iloc[1:2].reset_index()[['valid_score', 'test_score']]
result_merged_mwu_56_best['bit'] = 56
result_merged_mwu_64_best = result_merged_mwu_64.describe().iloc[1:2].reset_index()[['valid_score', 'test_score']]
result_merged_mwu_64_best['bit'] = 64
result_merged_mwu_72_best = result_merged_mwu_72.describe().iloc[1:2].reset_index()[['valid_score', 'test_score']]
result_merged_mwu_72_best['bit'] = 72
result_merged_mwu_best = pd.concat([result_merged_mwu_8_best,result_merged_mwu_16_best,result_merged_mwu_24_best,result_merged_mwu_32_best,result_merged_mwu_40_best,result_merged_mwu_48_best,result_merged_mwu_56_best,result_merged_mwu_64_best,result_merged_mwu_72_best])
result_merged_mwu_best = result_merged_mwu_best[['valid_score', 'test_score', 'bit']]
df_melted = pd.melt(result_merged_mwu_best, id_vars=['bit'], var_name='Metric', value_name='mAP')
result_merged_mwu_8_std = result_merged_mwu_8.describe().iloc[2:3].reset_index()[['valid_score', 'test_score']]
result_merged_mwu_8_std['bit'] = 8
result_merged_mwu_16_std = result_merged_mwu_16.describe().iloc[2:3].reset_index()[['valid_score', 'test_score']]
result_merged_mwu_16_std['bit'] = 16
result_merged_mwu_24_std = result_merged_mwu_24.describe().iloc[2:3].reset_index()[['valid_score', 'test_score']]
result_merged_mwu_24_std['bit'] = 24
result_merged_mwu_32_std = result_merged_mwu_32.describe().iloc[2:3].reset_index()[['valid_score', 'test_score']]
result_merged_mwu_32_std['bit'] = 32
result_merged_mwu_40_std = result_merged_mwu_40.describe().iloc[2:3].reset_index()[['valid_score', 'test_score']]
result_merged_mwu_40_std['bit'] = 40
result_merged_mwu_48_std = result_merged_mwu_48.describe().iloc[2:3].reset_index()[['valid_score', 'test_score']]
result_merged_mwu_48_std['bit'] = 48
result_merged_mwu_56_std = result_merged_mwu_56.describe().iloc[2:3].reset_index()[['valid_score', 'test_score']]
result_merged_mwu_56_std['bit'] = 56
result_merged_mwu_64_std = result_merged_mwu_64.describe().iloc[2:3].reset_index()[['valid_score', 'test_score']]
result_merged_mwu_64_std['bit'] = 64
result_merged_mwu_72_std = result_merged_mwu_72.describe().iloc[2:3].reset_index()[['valid_score', 'test_score']]
result_merged_mwu_72_std['bit'] = 72
result_merged_mwu_std = pd.concat([result_merged_mwu_8_std,result_merged_mwu_16_std,result_merged_mwu_24_std,result_merged_mwu_32_std,result_merged_mwu_40_std,result_merged_mwu_48_std,result_merged_mwu_56_std,result_merged_mwu_64_std,result_merged_mwu_72_std])
result_merged_mwu_std = result_merged_mwu_std[['valid_score', 'test_score', 'bit']]
result_merged_mwu_std.columns = ['valid_score_std', 'test_score_std', 'bit']
df_melted_std = pd.melt(result_merged_mwu_std, id_vars=['bit'], var_name='Metric', value_name='mAP')
df_melted_std.to_csv('df_melted_std.csv', index=False)
df_melted.to_csv('df_melted.csv', index=False)Code
import plotly.graph_objects as go
df=df_melted
# Create traces for each metric
valid_score = go.Bar(
x=df[df['Metric'] == 'valid_score']['bit'],
y=df[df['Metric'] == 'valid_score']['mAP'],
name='valid_score',
text=df[df['Metric'] == 'valid_score']['mAP'].round(2),
textposition='outside'
)
test_score = go.Bar(
x=df[df['Metric'] == 'test_score']['bit'],
y=df[df['Metric'] == 'test_score']['mAP'],
name='test_score',
text=df[df['Metric'] == 'test_score']['mAP'].round(2),
textposition='outside'
)
# Create the layout
layout = go.Layout(
title='MWU-Test',
xaxis=dict(title='Bit Size', tickmode='array', tickvals=[8,16, 24, 32,40, 48,56,64,72]),
yaxis=dict(title='mAP'),
barmode='group',
legend=dict(title='Metric')
)
# Create the figure and add the traces
fig = go.Figure(data=[valid_score, test_score], layout=layout)
# Adjust the layout for better readability
fig.update_layout(
legend=dict(
orientation="h",
yanchor="bottom",
y=1.02,
xanchor="right",
x=1
)
)
fig.write_image("MWU_Test_average.png")
# Show the plot
fig.show()Code
result_merged_mwu_best = result_merged_mwu_best.sort_values(by='bit')
data_range2 = np.array(list(result_merged_mwu_best['valid_score']) + list(result_merged_mwu_best['test_score']))
categories = [str(i) for i in np.array(result_merged_mwu_best['bit'])]#[str(i) for i in range(1,26)]
fig = go.Figure()
# Valid
fig.add_trace(go.Scatterpolar(
r=list(result_merged_mwu_best['test_score']),
theta=categories,
#fill='toself',
name='Test'
))
# Test
fig.add_trace(go.Scatterpolar(
r=list(result_merged_mwu_best['valid_score']),
theta=categories,
#fill='toself',
name='Valid'
))
# Customization of chart
fig.update_layout(
title={
'text': "",
'xanchor': 'center',
'yanchor': 'top'
},
polar=dict(
radialaxis=dict(
visible=True,
range=[round(data_range2.min()), round(data_range2.max())+1]
)),
showlegend=True,
font=dict(
family='Nimbus Roman',
size=12
)
)
fig.show()
fig.write_image("Radar_MWU_Plot_valid_test.svg")
result_merged_mwu_72 = result_merged_mwu_72.sort_values(by='id')
data_range2 = np.array(list(result_merged_mwu_72['valid_score']) + list(result_merged_mwu_72['test_score']))
categories = [str(i) for i in range(1,26)]
fig = go.Figure()
# Valid
fig.add_trace(go.Scatterpolar(
r=list(result_merged_mwu_72['test_score']),
theta=categories,
#fill='toself',
name='Test'
))
# Test
fig.add_trace(go.Scatterpolar(
r=list(result_merged_mwu_72['valid_score']),
theta=categories,
#fill='toself',
name='Valid'
))
# Customization of chart
fig.update_layout(
title={
'text': "",
'xanchor': 'center',
'yanchor': 'top'
},
polar=dict(
radialaxis=dict(
visible=True,
range=[round(data_range2.min())-1, round(data_range2.max())]
)),
showlegend=True,
font=dict(
family='Nimbus Roman',
size=12
)
)
fig.show()
fig.write_image("Radar_MWU_Plot_valid_test_72_bit.png")
fig.write_image("Radar_MWU_Plot_valid_test_72_bit.svg")
print('average performance for all the 26 discriptors in 72 bit: ')
res = result_merged_mwu_72[['valid_score','test_score']].describe()
html_table = res.to_html(index=True)
# Wrap in a scrollable div
scrollable_table = f"""
<div style="height: 500px; width: 100%; overflow-x: auto; overflow-y: auto;">
{html_table}
</div>
"""
# Display the scrollable table
display(HTML(scrollable_table))average performance for all the 26 discriptors in 72 bit:
| valid_score | test_score | |
|---|---|---|
| count | 26.000000 | 26.000000 |
| mean | 90.082923 | 91.927400 |
| std | 0.371269 | 0.499056 |
| min | 89.415200 | 90.910000 |
| 25% | 89.818700 | 91.607000 |
| 50% | 90.043000 | 91.864800 |
| 75% | 90.382400 | 92.274800 |
| max | 90.744000 | 92.953200 |